default search action
Google
Google Scholar
Semantic Scholar
Internet Archive Scholar
CiteSeerX
ORCIDSearch dblp for Publications
export results for "imputation method"
download as .bib file
@article{DBLP:journals/access/VaseninPASRB24,
author = {Dmitrii Vasenin and
Marco Pasetti and
Davide Astolfi and
Nikita Savvin and
Stefano Rinaldi and
Alberto Berizzi},
title = {Incorporating Seasonal Features in Data Imputation Methods for Power
Demand Time Series},
journal = {{IEEE} Access},
volume = {12},
pages = {103520--103536},
year = {2024},
url = {https://doi.org/10.1109/ACCESS.2024.3434652},
doi = {10.1109/ACCESS.2024.3434652},
timestamp = {Thu, 22 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/access/VaseninPASRB24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aei/XuRPTW24,
author = {Bin Xu and
Zhuo Rong and
Rui Pang and
Wei Tan and
Bowen Wei},
title = {A novel method for settlement imputation and monitoring of earth-rockfill
dams subjected to large-scale missing data},
journal = {Adv. Eng. Informatics},
volume = {62},
pages = {102642},
year = {2024},
url = {https://doi.org/10.1016/j.aei.2024.102642},
doi = {10.1016/J.AEI.2024.102642},
timestamp = {Thu, 04 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aei/XuRPTW24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cbm/GongCLLG24,
author = {Lejun Gong and
Xiong Cui and
Yang Liu and
Cai Lin and
Zhihong Gao},
title = {SinCWIm: An imputation method for single-cell {RNA} sequence dropouts
using weighted alternating least squares},
journal = {Comput. Biol. Medicine},
volume = {171},
pages = {108225},
year = {2024},
url = {https://doi.org/10.1016/j.compbiomed.2024.108225},
doi = {10.1016/J.COMPBIOMED.2024.108225},
timestamp = {Mon, 27 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cbm/GongCLLG24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/LiuDHZY24,
author = {Jingrui Liu and
Zixin Duan and
Xinkai Hu and
Jingxuan Zhong and
Yunfei Yin},
title = {Detracking Autoencoding Conditional Generative Adversarial Network:
Improved Generative Adversarial Network Method for Tabular Missing
Value Imputation},
journal = {Entropy},
volume = {26},
number = {5},
pages = {402},
year = {2024},
url = {https://doi.org/10.3390/e26050402},
doi = {10.3390/E26050402},
timestamp = {Thu, 04 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/entropy/LiuDHZY24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/FatyanosaFPKAM24,
author = {Tirana Noor Fatyanosa and
Neni Alya Firdausanti and
Putu Hangga Nan Prayoga and
Minoki Kuriu and
Masayoshi Aritsugi and
Israel Mendon{\c{c}}a},
title = {Meta-learning for vessel time series data imputation method recommendation},
journal = {Expert Syst. Appl.},
volume = {251},
pages = {124016},
year = {2024},
url = {https://doi.org/10.1016/j.eswa.2024.124016},
doi = {10.1016/J.ESWA.2024.124016},
timestamp = {Thu, 22 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/FatyanosaFPKAM24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/WangLGXY24,
author = {Rong Wang and
Miaofei Li and
Qingwang Guo and
Yunpeng Xiao and
Zhenyi Yang},
title = {Road network pixelization: {A} traffic flow imputation method based
on image restoration techniques},
journal = {Expert Syst. Appl.},
volume = {237},
number = {Part {A}},
pages = {121468},
year = {2024},
url = {https://doi.org/10.1016/j.eswa.2023.121468},
doi = {10.1016/J.ESWA.2023.121468},
timestamp = {Sun, 10 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/eswa/WangLGXY24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijdsa/XieGD24,
author = {Haojie Xie and
Yongshun Gong and
Xiangjun Dong},
title = {Spatial-temporal regularized tensor decomposition method for traffic
speed data imputation},
journal = {Int. J. Data Sci. Anal.},
volume = {17},
number = {2},
pages = {203--223},
year = {2024},
url = {https://doi.org/10.1007/s41060-023-00412-w},
doi = {10.1007/S41060-023-00412-W},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijdsa/XieGD24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbd/MensahNOIA24,
author = {Joseph Agyapong Mensah and
Ezekiel N. N. Nortey and
Eric Ocran and
Samuel Iddi and
Louis Asiedu},
title = {De-occlusion and recognition of frontal face images: a comparative
study of multiple imputation methods},
journal = {J. Big Data},
volume = {11},
number = {1},
pages = {60},
year = {2024},
url = {https://doi.org/10.1186/s40537-024-00925-6},
doi = {10.1186/S40537-024-00925-6},
timestamp = {Wed, 08 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jbd/MensahNOIA24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcam/VishwakarmaBRT24,
author = {Gajendra K. Vishwakarma and
Atanu Bhattacherjee and
Bhrigu K. Rajbongshi and
Abhipsa Tripathy},
title = {Censored imputation of time to event outcome through survival proximity
score method},
journal = {J. Comput. Appl. Math.},
volume = {451},
pages = {116103},
year = {2024},
url = {https://doi.org/10.1016/j.cam.2024.116103},
doi = {10.1016/J.CAM.2024.116103},
timestamp = {Thu, 22 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jcam/VishwakarmaBRT24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcisd/WhiteheadSCBMB24,
author = {Thomas M. Whitehead and
Joel Strickland and
Gareth John Conduit and
Alexandre Borrel and
Daniel Mucs and
Irene Baskerville{-}Abraham},
title = {Quantifying the Benefits of Imputation over {QSAR} Methods in Toxicology
Data Modeling},
journal = {J. Chem. Inf. Model.},
volume = {64},
number = {7},
pages = {2624--2636},
year = {2024},
url = {https://doi.org/10.1021/acs.jcim.3c01695},
doi = {10.1021/ACS.JCIM.3C01695},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jcisd/WhiteheadSCBMB24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jifs/JyotiSG24,
author = {Jyoti and
Jaspreeti Singh and
Anjana Gosain},
title = {{LIKFCM:} Linear interpolation-based kernelized fuzzy C-means clustering
imputation method for handling incomplete data},
journal = {J. Intell. Fuzzy Syst.},
volume = {46},
number = {2},
pages = {5103--5123},
year = {2024},
url = {https://doi.org/10.3233/jifs-236869},
doi = {10.3233/JIFS-236869},
timestamp = {Mon, 18 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jifs/JyotiSG24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kbs/WangXHFH24,
author = {Yunsheng Wang and
Xinghan Xu and
Lei Hu and
Jianchao Fan and
Min Han},
title = {A time series continuous missing values imputation method based on
generative adversarial networks},
journal = {Knowl. Based Syst.},
volume = {283},
pages = {111215},
year = {2024},
url = {https://doi.org/10.1016/j.knosys.2023.111215},
doi = {10.1016/J.KNOSYS.2023.111215},
timestamp = {Mon, 22 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/kbs/WangXHFH24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mta/BahraniMPMK24,
author = {Payam Bahrani and
Behrouz Minaei{-}Bidgoli and
Hamid Parvin and
Mitra Mirzarezaee and
Ahmad Keshavarz},
title = {A hybrid semantic recommender system enriched with an imputation method},
journal = {Multim. Tools Appl.},
volume = {83},
number = {6},
pages = {15985--16018},
year = {2024},
url = {https://doi.org/10.1007/s11042-023-15258-4},
doi = {10.1007/S11042-023-15258-4},
timestamp = {Tue, 13 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/mta/BahraniMPMK24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mta/SainiN24,
author = {Preeti Saini and
Bharti Nagpal},
title = {Analysis of missing data and comparing the accuracy of imputation
methods using wheat crop data},
journal = {Multim. Tools Appl.},
volume = {83},
number = {14},
pages = {40393--40414},
year = {2024},
url = {https://doi.org/10.1007/s11042-023-17178-9},
doi = {10.1007/S11042-023-17178-9},
timestamp = {Sun, 14 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mta/SainiN24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mta/Tsai24,
author = {Ming{-}Chi Tsai},
title = {A homogenous forecast model based on the hybrid imputation method
for forecasting national patent application numbers},
journal = {Multim. Tools Appl.},
volume = {83},
number = {14},
pages = {41137--41169},
year = {2024},
url = {https://doi.org/10.1007/s11042-023-17125-8},
doi = {10.1007/S11042-023-17125-8},
timestamp = {Sat, 04 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mta/Tsai24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sensors/OuYH24,
author = {Hongsen Ou and
Yunan Yao and
Yi He},
title = {Missing Data Imputation Method Combining Random Forest and Generative
Adversarial Imputation Network},
journal = {Sensors},
volume = {24},
number = {4},
pages = {1112},
year = {2024},
url = {https://doi.org/10.3390/s24041112},
doi = {10.3390/S24041112},
timestamp = {Sat, 16 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sensors/OuYH24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sensors/ZhangGYQWCG24,
author = {Fangqing Zhang and
Jiang Guo and
Fang Yuan and
Yuanfeng Qiu and
Pei Wang and
Fangjuan Cheng and
Yifeng Gu},
title = {Enhancement Methods of Hydropower Unit Monitoring Data Quality Based
on the Hierarchical Density-Based Spatial Clustering of Applications
with a Noise-Wasserstein Slim Generative Adversarial Imputation Network
with a Gradient Penalty},
journal = {Sensors},
volume = {24},
number = {1},
pages = {118},
year = {2024},
url = {https://doi.org/10.3390/s24010118},
doi = {10.3390/S24010118},
timestamp = {Fri, 26 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sensors/ZhangGYQWCG24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcbb/DongLGDZ24,
author = {Shujie Dong and
Yuansheng Liu and
Yongshun Gong and
Xiangjun Dong and
Xiangxiang Zeng},
title = {scCAN: Clustering With Adaptive Neighbor-Based Imputation Method for
Single-Cell RNA-Seq Data},
journal = {{IEEE} {ACM} Trans. Comput. Biol. Bioinform.},
volume = {21},
number = {1},
pages = {95--105},
year = {2024},
url = {https://doi.org/10.1109/TCBB.2023.3337231},
doi = {10.1109/TCBB.2023.3337231},
timestamp = {Thu, 29 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tcbb/DongLGDZ24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/titb/LiWWQZLZ24,
author = {Jiaxi Li and
Zhelong Wang and
Lina Wu and
Sen Qiu and
Hongyu Zhao and
Fang Lin and
Ke Zhang},
title = {Method for Incomplete and Imbalanced Data Based on Multivariate Imputation
by Chained Equations and Ensemble Learning},
journal = {{IEEE} J. Biomed. Health Informatics},
volume = {28},
number = {5},
pages = {3102--3113},
year = {2024},
url = {https://doi.org/10.1109/JBHI.2024.3376428},
doi = {10.1109/JBHI.2024.3376428},
timestamp = {Fri, 17 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/titb/LiWWQZLZ24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mmm/PhamVVNRHN24,
author = {Nhat{-}Hao Pham and
Khanh{-}Linh Vo and
Mai Anh Vu and
Thu Nguyen and
Michael A. Riegler and
P{\aa}l Halvorsen and
Binh T. Nguyen},
editor = {Stevan Rudinac and
Alan Hanjalic and
Cynthia C. S. Liem and
Marcel Worring and
Bj{\"{o}}rn {\TH}{\'{o}}r J{\'{o}}nsson and
Bei Liu and
Yoko Yamakata},
title = {Correlation Visualization Under Missing Values: {A} Comparison Between
Imputation and Direct Parameter Estimation Methods},
booktitle = {MultiMedia Modeling - 30th International Conference, {MMM} 2024, Amsterdam,
The Netherlands, January 29 - February 2, 2024, Proceedings, Part
{IV}},
series = {Lecture Notes in Computer Science},
volume = {14557},
pages = {103--116},
publisher = {Springer},
year = {2024},
url = {https://doi.org/10.1007/978-3-031-53302-0\_8},
doi = {10.1007/978-3-031-53302-0\_8},
timestamp = {Sat, 02 Mar 2024 21:19:05 +0100},
biburl = {https://dblp.org/rec/conf/mmm/PhamVVNRHN24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2405-07800,
author = {Ruikai Yang and
Fan He and
Mingzhen He and
Kaijie Wang and
Xiaolin Huang},
title = {Data Imputation by Pursuing Better Classification: {A} Supervised
Kernel-Based Method},
journal = {CoRR},
volume = {abs/2405.07800},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2405.07800},
doi = {10.48550/ARXIV.2405.07800},
eprinttype = {arXiv},
eprint = {2405.07800},
timestamp = {Sat, 15 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2405-07800.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2407-09355,
author = {Aaron Ge and
Jeya Balasubramanian and
Xueyao Wu and
Peter Kraft and
Jonas S. Almeida},
title = {FastImpute: {A} Baseline for Open-source, Reference-Free Genotype
Imputation Methods - {A} Case Study in {PRS313}},
journal = {CoRR},
volume = {abs/2407.09355},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2407.09355},
doi = {10.48550/ARXIV.2407.09355},
eprinttype = {arXiv},
eprint = {2407.09355},
timestamp = {Sat, 24 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2407-09355.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2407-11540,
author = {Camillo Maria Caruso and
Paolo Soda and
Valerio Guarrasi},
title = {Not Another Imputation Method: {A} Transformer-based Model for Missing
Values in Tabular Datasets},
journal = {CoRR},
volume = {abs/2407.11540},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2407.11540},
doi = {10.48550/ARXIV.2407.11540},
eprinttype = {arXiv},
eprint = {2407.11540},
timestamp = {Fri, 23 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2407-11540.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Ren23,
author = {Lijuan Ren},
title = {A Lifestyle Related Disease Prediction Framework Based on Missing
Value Imputation and Stacking Ensemble Method. (Un cadre de pr{\'{e}}diction
des maladies li{\'{e}}es au mode de vie bas{\'{e}} sur l'imputation
des valeurs manquantes et la m{\'{e}}thode d'empilement d'ensembles)},
school = {Lumi{\`{e}}re University Lyon 2, France},
year = {2023},
url = {https://tel.archives-ouvertes.fr/tel-04141212},
timestamp = {Thu, 15 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/phd/hal/Ren23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/ChanLP23,
author = {Robin Kuok Cheong Chan and
Joanne Mun{-}Yee Lim and
Rajendran Parthiban},
title = {Missing Traffic Data Imputation for Artificial Intelligence in Intelligent
Transportation Systems: Review of Methods, Limitations, and Challenges},
journal = {{IEEE} Access},
volume = {11},
pages = {34080--34093},
year = {2023},
url = {https://doi.org/10.1109/ACCESS.2023.3264216},
doi = {10.1109/ACCESS.2023.3264216},
timestamp = {Sat, 29 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/access/ChanLP23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/PsychogyiosINA23,
author = {Konstantinos Psychogyios and
Loukas Ilias and
Christos Ntanos and
Dimitris Askounis},
title = {Missing Value Imputation Methods for Electronic Health Records},
journal = {{IEEE} Access},
volume = {11},
pages = {21562--21574},
year = {2023},
url = {https://doi.org/10.1109/ACCESS.2023.3251919},
doi = {10.1109/ACCESS.2023.3251919},
timestamp = {Tue, 28 Mar 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/access/PsychogyiosINA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/algorithms/LiRZ23,
author = {Cong Li and
Xupeng Ren and
Guohui Zhao},
title = {Machine-Learning-Based Imputation Method for Filling Missing Values
in Ground Meteorological Observation Data},
journal = {Algorithms},
volume = {16},
number = {9},
pages = {422},
year = {2023},
url = {https://doi.org/10.3390/a16090422},
doi = {10.3390/A16090422},
timestamp = {Wed, 24 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/algorithms/LiRZ23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/axioms/BhushanKZM23,
author = {Shashi Bhushan and
Anoop Kumar and
Tolga Zaman and
Aned Al Mutairi},
title = {Efficient Difference and Ratio-Type Imputation Methods under Ranked
Set Sampling},
journal = {Axioms},
volume = {12},
number = {6},
pages = {558},
year = {2023},
url = {https://doi.org/10.3390/axioms12060558},
doi = {10.3390/AXIOMS12060558},
timestamp = {Sun, 18 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/axioms/BhushanKZM23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bdcc/GabrHE23,
author = {Menna Ibrahim Gabr and
Y. Mostafa Helmy and
Doaa S. Elzanfaly},
title = {Effect of Missing Data Types and Imputation Methods on Supervised
Classifiers: An Evaluation Study},
journal = {Big Data Cogn. Comput.},
volume = {7},
number = {1},
pages = {55},
year = {2023},
url = {https://doi.org/10.3390/bdcc7010055},
doi = {10.3390/BDCC7010055},
timestamp = {Sat, 29 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bdcc/GabrHE23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/KongWHLWWG23,
author = {Weijia Kong and
Bertrand Jern Han Wong and
Harvard Wai Hann Hui and
Kai Peng Lim and
Yulan Wang and
Limsoon Wong and
Wilson Wen Bin Goh},
title = {ProJect: a powerful mixed-model missing value imputation method},
journal = {Briefings Bioinform.},
volume = {24},
number = {4},
year = {2023},
url = {https://doi.org/10.1093/bib/bbad233},
doi = {10.1093/BIB/BBAD233},
timestamp = {Sun, 24 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bib/KongWHLWWG23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/ChoiJWZ23,
author = {Joung Min Choi and
Ming Ji and
Layne T. Watson and
Liqing Zhang},
title = {DeepMicroGen: a generative adversarial network-based method for longitudinal
microbiome data imputation},
journal = {Bioinform.},
volume = {39},
number = {5},
year = {2023},
url = {https://doi.org/10.1093/bioinformatics/btad286},
doi = {10.1093/BIOINFORMATICS/BTAD286},
timestamp = {Tue, 13 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bioinformatics/ChoiJWZ23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/XiongLSLXW23,
author = {Zehao Xiong and
Jiawei Luo and
Wanwan Shi and
Ying Liu and
Zhongyuan Xu and
Bo Wang},
title = {scGCL: an imputation method for scRNA-seq data based on graph contrastive
learning},
journal = {Bioinform.},
volume = {39},
number = {3},
year = {2023},
url = {https://doi.org/10.1093/bioinformatics/btad098},
doi = {10.1093/BIOINFORMATICS/BTAD098},
timestamp = {Thu, 08 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bioinformatics/XiongLSLXW23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/ZhengMW23,
author = {Weihua Zheng and
Wenwen Min and
Shunfang Wang},
title = {TsImpute: an accurate two-step imputation method for single-cell RNA-seq
data},
journal = {Bioinform.},
volume = {39},
number = {12},
year = {2023},
url = {https://doi.org/10.1093/bioinformatics/btad731},
doi = {10.1093/BIOINFORMATICS/BTAD731},
timestamp = {Sat, 08 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bioinformatics/ZhengMW23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/ChengMYSW23,
author = {Yi Cheng and
Xiuli Ma and
Lang Yuan and
Zhaoguo Sun and
Pingzhang Wang},
title = {Evaluating imputation methods for single-cell RNA-seq data},
journal = {{BMC} Bioinform.},
volume = {24},
number = {1},
pages = {302},
year = {2023},
url = {https://doi.org/10.1186/s12859-023-05417-7},
doi = {10.1186/S12859-023-05417-7},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bmcbi/ChengMYSW23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cii/JeongJLCLK23,
author = {Soohwan Jeong and
Chonghyo Joo and
Jongkoo Lim and
Hyungtae Cho and
Sungsu Lim and
Junghwan Kim},
title = {A novel graph-based missing values imputation method for industrial
lubricant data},
journal = {Comput. Ind.},
volume = {150},
pages = {103937},
year = {2023},
url = {https://doi.org/10.1016/j.compind.2023.103937},
doi = {10.1016/J.COMPIND.2023.103937},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cii/JeongJLCLK23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cmpb/BorredaRBLMCGS23,
author = {Pablo Ferri Borreda and
Nekane Romero{-}Garcia and
Rafael Badenes and
David Lora{-}Pablos and
Teresa Garc{\'{\i}}a Morales and
Agust{\'{\i}}n G{\'{o}}mez De La Camara and
Juan M. Garc{\'{\i}}a{-}G{\'{o}}mez and
Carlos S{\'{a}}ez},
title = {Extremely missing numerical data in Electronic Health Records for
machine learning can be managed through simple imputation methods
considering informative missingness: {A} comparative of solutions
in a {COVID-19} mortality case study},
journal = {Comput. Methods Programs Biomed.},
volume = {242},
pages = {107803},
year = {2023},
url = {https://doi.org/10.1016/j.cmpb.2023.107803},
doi = {10.1016/J.CMPB.2023.107803},
timestamp = {Fri, 08 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cmpb/BorredaRBLMCGS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cssc/SohailSS23,
author = {Muhammad Umair Sohail and
Fariha Sohil and
Javid Shabbir},
title = {Comparative study of different imputation methods},
journal = {Commun. Stat. Simul. Comput.},
volume = {52},
number = {8},
pages = {3452--3474},
year = {2023},
url = {https://doi.org/10.1080/03610918.2021.1937647},
doi = {10.1080/03610918.2021.1937647},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cssc/SohailSS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cstat/LeeLTL23,
author = {Shen{-}Ming Lee and
Truong{-}Nhat Le and
Phuoc{-}Loc Tran and
Chin{-}Shang Li},
title = {Estimation of logistic regression with covariates missing separately
or simultaneously via multiple imputation methods},
journal = {Comput. Stat.},
volume = {38},
number = {2},
pages = {899--934},
year = {2023},
url = {https://doi.org/10.1007/s00180-022-01250-3},
doi = {10.1007/S00180-022-01250-3},
timestamp = {Fri, 02 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cstat/LeeLTL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/esticas/QiuLKCY23,
author = {Chenmeng Qiu and
Yuzhi Li and
Mingyu Kang and
Duxin Chen and
Wenwu Yu},
title = {{CDSTTN:} {A} Data Imputation Method for Cyber-Physical Systems by
Causal Dense Spatial-Temporal Transformer Network},
journal = {{IEEE} J. Emerg. Sel. Topics Circuits Syst.},
volume = {13},
number = {3},
pages = {851--860},
year = {2023},
url = {https://doi.org/10.1109/JETCAS.2023.3276641},
doi = {10.1109/JETCAS.2023.3276641},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/esticas/QiuLKCY23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/LvCZZW23,
author = {Zheng Lv and
Kai Chen and
Tai Zhang and
Jun Zhao and
Wei Wang},
title = {Multi-feature generation network-based imputation method for industrial
data with high missing rate},
journal = {Expert Syst. Appl.},
volume = {227},
pages = {120229},
year = {2023},
url = {https://doi.org/10.1016/j.eswa.2023.120229},
doi = {10.1016/J.ESWA.2023.120229},
timestamp = {Wed, 30 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/LvCZZW23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/SunLXZW23,
author = {Yige Sun and
Jing Li and
Yifan Xu and
Tingting Zhang and
Xiaofeng Wang},
title = {Deep learning versus conventional methods for missing data imputation:
{A} review and comparative study},
journal = {Expert Syst. Appl.},
volume = {227},
pages = {120201},
year = {2023},
url = {https://doi.org/10.1016/j.eswa.2023.120201},
doi = {10.1016/J.ESWA.2023.120201},
timestamp = {Fri, 07 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/SunLXZW23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/gis/ZhaoTFYLL23,
author = {Zilong Zhao and
Luliang Tang and
Mengyuan Fang and
Xue Yang and
Chaokui Li and
Qingquan Li},
title = {Toward urban traffic scenarios and more: a spatio-temporal analysis
empowered low-rank tensor completion method for data imputation},
journal = {Int. J. Geogr. Inf. Sci.},
volume = {37},
number = {9},
pages = {1936--1969},
year = {2023},
url = {https://doi.org/10.1080/13658816.2023.2234434},
doi = {10.1080/13658816.2023.2234434},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/gis/ZhaoTFYLL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/health/FengWWC23,
author = {Yujie Feng and
Jiangtao Wang and
Yasha Wang and
Xu Chu},
title = {Towards Sustainable Compressive Population Health: {A} GAN-based Year-By-Year
Imputation Method},
journal = {{ACM} Trans. Comput. Heal.},
volume = {4},
number = {1},
pages = {8:1--8:18},
year = {2023},
url = {https://doi.org/10.1145/3571159},
doi = {10.1145/3571159},
timestamp = {Sat, 29 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/health/FengWWC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijics/BaruahDB23,
author = {Bikash Baruah and
Manash Pratim Dutta and
Dhruba K. Bhattacharyya},
title = {An effective ensemble method for missing data imputation},
journal = {Int. J. Inf. Comput. Secur.},
volume = {20},
number = {3/4},
pages = {295--314},
year = {2023},
url = {https://doi.org/10.1504/IJICS.2022.10047377},
doi = {10.1504/IJICS.2022.10047377},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijics/BaruahDB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/informatics/ZhangPJHPO23,
author = {Fan Zhang and
Melissa Petersen and
Leigh Johnson and
James Hall and
Raymond F. Palmer and
Sid E. O'Bryant},
title = {A Machine Learning-Based Multiple Imputation Method for the Health
and Aging Brain Study-Health Disparities},
journal = {Informatics},
volume = {10},
number = {4},
pages = {77},
year = {2023},
url = {https://doi.org/10.3390/informatics10040077},
doi = {10.3390/INFORMATICS10040077},
timestamp = {Tue, 16 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/informatics/ZhangPJHPO23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/CasiraghiWHCNETBLCCBBMSJSRRPVHW23,
author = {Elena Casiraghi and
Rachel Wong and
Margaret Hall and
Ben D. Coleman and
Marco Notaro and
Michael D. Evans and
Jena S. Tronieri and
Hannah Blau and
Bryan Laraway and
Tiffany J. Callahan and
Lauren E. Chan and
Carolyn T. Bramante and
John B. Buse and
Richard A. Moffitt and
Til Sturmer and
Steven G. Johnson and
Yu Raymond Shao and
Justin T. Reese and
Peter N. Robinson and
Alberto Paccanaro and
Giorgio Valentini and
Jared D. Huling and
Kenneth Wilkins},
title = {A method for comparing multiple imputation techniques: {A} case study
on the {U.S.} national {COVID} cohort collaborative},
journal = {J. Biomed. Informatics},
volume = {139},
pages = {104295},
year = {2023},
url = {https://doi.org/10.1016/j.jbi.2023.104295},
doi = {10.1016/J.JBI.2023.104295},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jbi/CasiraghiWHCNETBLCCBBMSJSRRPVHW23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmis/XuHF23,
author = {Da Xu and
Paul Jen{-}Hwa Hu and
Xiao Fang},
title = {Deep Learning-Based Imputation Method to Enhance Crowdsourced Data
on Online Business Directory Platforms for Improved Services},
journal = {J. Manag. Inf. Syst.},
volume = {40},
number = {2},
pages = {624--654},
year = {2023},
url = {http://www.jmis-web.org/articles/1623},
timestamp = {Wed, 05 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmis/XuHF23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kbs/SalamanisGKG23,
author = {Athanasios I. Salamanis and
George A. Gravvanis and
Sotiris Kotsiantis and
Konstantinos M. Giannoutakis},
title = {A generic sparse regression imputation method for time series and
tabular data},
journal = {Knowl. Based Syst.},
volume = {279},
pages = {110965},
year = {2023},
url = {https://doi.org/10.1016/j.knosys.2023.110965},
doi = {10.1016/J.KNOSYS.2023.110965},
timestamp = {Sat, 13 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/kbs/SalamanisGKG23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/MayFA23,
author = {Jacqueline A. May and
Zeny Feng and
Sarah J. Adamowicz},
title = {A real data-driven simulation strategy to select an imputation method
for mixed-type trait data},
journal = {PLoS Comput. Biol.},
volume = {19},
number = {3},
year = {2023},
url = {https://doi.org/10.1371/journal.pcbi.1010154},
doi = {10.1371/JOURNAL.PCBI.1010154},
timestamp = {Sat, 29 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ploscb/MayFA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/GouranNRM23,
author = {Payam Gouran and
Mohammad H. Nadimi{-}Shahraki and
Amir Masoud Rahmani and
Seyedali Mirjalili},
title = {An Effective Imputation Method Using Data Enrichment for Missing Data
of Loop Detectors in Intelligent Traffic Control Systems},
journal = {Remote. Sens.},
volume = {15},
number = {13},
pages = {3374},
year = {2023},
url = {https://doi.org/10.3390/rs15133374},
doi = {10.3390/RS15133374},
timestamp = {Sat, 05 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/GouranNRM23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sensors/GanGHJD23,
author = {Qihong Gan and
Lang Gong and
Dasha Hu and
Yuming Jiang and
Xuefeng Ding},
title = {A Hybrid Missing Data Imputation Method for Batch Process Monitoring
Dataset},
journal = {Sensors},
volume = {23},
number = {21},
pages = {8678},
year = {2023},
url = {https://doi.org/10.3390/s23218678},
doi = {10.3390/S23218678},
timestamp = {Wed, 10 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sensors/GanGHJD23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sensors/ZhangZXX23,
author = {Chenchen Zhang and
Lei Zhou and
Xue{-}mei Xiao and
Dongwei Xu},
title = {A Missing Traffic Data Imputation Method Based on a Diffusion Convolutional
Neural Network-Generative Adversarial Network},
journal = {Sensors},
volume = {23},
number = {23},
pages = {9601},
year = {2023},
url = {https://doi.org/10.3390/s23239601},
doi = {10.3390/S23239601},
timestamp = {Tue, 13 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sensors/ZhangZXX23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tecs/HusseinB23,
author = {Dina Hussein and
Ganapati Bhat},
title = {{CIM:} {A} Novel Clustering-based Energy-Efficient Data Imputation
Method for Human Activity Recognition},
journal = {{ACM} Trans. Embed. Comput. Syst.},
volume = {22},
number = {5s},
pages = {116:1--116:26},
year = {2023},
url = {https://doi.org/10.1145/3609111},
doi = {10.1145/3609111},
timestamp = {Fri, 27 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tecs/HusseinB23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/vjcs/SzczepanskiPKC23,
author = {Mateusz Szczepanski and
Marek Pawlicki and
Rafal Kozik and
Michal Choras},
title = {The Application of Deep Learning Imputation and Other Advanced Methods
for Handling Missing Values in Network Intrusion Detection},
journal = {Vietnam. J. Comput. Sci.},
volume = {10},
number = {1},
pages = {1--23},
year = {2023},
url = {https://doi.org/10.1142/s2196888822500257},
doi = {10.1142/S2196888822500257},
timestamp = {Thu, 30 Mar 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/vjcs/SzczepanskiPKC23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bats/AracriBQS23,
author = {Federica Aracri and
Maria Giovanna Bianco and
Andrea Quattrone and
Alessia Sarica},
title = {Impact of Imputation Methods on Supervised Classification: {A} Multiclass
Study on Patients with Parkinson's Disease and Subjects with Scans
Without Evidence of Dopaminergic Deficit},
booktitle = {International Workshop on Biomedical Applications, Technologies and
Sensors, {BATS} 2023, Catanzaro, Italy, September 28-29, 2023},
pages = {28--32},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/BATS59463.2023.10303151},
doi = {10.1109/BATS59463.2023.10303151},
timestamp = {Mon, 13 Nov 2023 12:10:21 +0100},
biburl = {https://dblp.org/rec/conf/bats/AracriBQS23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/KimKL23,
author = {Jeongseon Kim and
Sungsoo Kim and
Sungsu Lim},
editor = {Jingrui He and
Themis Palpanas and
Xiaohua Hu and
Alfredo Cuzzocrea and
Dejing Dou and
Dominik Slezak and
Wei Wang and
Aleksandra Gruca and
Jerry Chun{-}Wei Lin and
Rakesh Agrawal},
title = {Performance Evaluation of Data Imputation Methods for Graph Deep Learning-Based
Traffic Prediction},
booktitle = {{IEEE} International Conference on Big Data, BigData 2023, Sorrento,
Italy, December 15-18, 2023},
pages = {6192--6194},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/BigData59044.2023.10386607},
doi = {10.1109/BIGDATA59044.2023.10386607},
timestamp = {Tue, 20 Aug 2024 07:54:43 +0200},
biburl = {https://dblp.org/rec/conf/bigdataconf/KimKL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cecnet/LiuQWJCJW23,
author = {Jie Liu and
Xiaodi Qi and
Zhiqiang Wu and
Wei Jiang and
Zhi Chen and
Yifan Jian and
Juan Wen},
editor = {Antonio J. Tall{\'{o}}n{-}Ballesteros and
Estefan{\'{\i}}a Cort{\'{e}}s{-}Ancos and
Diego A. L{\'{o}}pez Garc{\'{\i}}a},
title = {Research on Imputation Method for Missing Values of Nuclear Power
Plants' Operation Data},
booktitle = {Electronics, Communications and Networks - Proceedings of the 13th
International Conference (CECNet 2023), Macao, China, 17-20 November
2023},
series = {Frontiers in Artificial Intelligence and Applications},
volume = {381},
pages = {15--22},
publisher = {{IOS} Press},
year = {2023},
url = {https://doi.org/10.3233/FAIA231171},
doi = {10.3233/FAIA231171},
timestamp = {Sat, 10 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cecnet/LiuQWJCJW23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eidwt/KaveetaSN23,
author = {Vivatchai Kaveeta and
Prompong Sugunnasil and
Juggapong Natwichai},
editor = {Leonard Barolli},
title = {Exploration of Neural Network Imputation Methods for Medical Datasets},
booktitle = {Advances in Internet, Data {\&} Web Technologies - The 11th International
Conference on Emerging Internet, Data {\&} Web Technologies, {EIDWT}
2023, Semarang, Indonesia, 23-25 February 2023},
series = {Lecture Notes on Data Engineering and Communications Technologies},
volume = {161},
pages = {441--450},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-26281-4\_46},
doi = {10.1007/978-3-031-26281-4\_46},
timestamp = {Wed, 19 Apr 2023 14:30:08 +0200},
biburl = {https://dblp.org/rec/conf/eidwt/KaveetaSN23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/flairs/KhanL23,
author = {Daniyal Khan and
Alina Lazar},
editor = {Michael Franklin and
Soon Ae Chun},
title = {A Comparative Study of Imputation Methods for Time Series Data},
booktitle = {Proceedings of the Thirty-Sixth International Florida Artificial Intelligence
Research Society Conference, {FLAIRS} 2023, Clearwater Beach, FL,
USA, May 14-17, 2023},
publisher = {{AAAI} Press},
year = {2023},
url = {https://doi.org/10.32473/flairs.36.133068},
doi = {10.32473/FLAIRS.36.133068},
timestamp = {Sat, 30 Sep 2023 09:41:17 +0200},
biburl = {https://dblp.org/rec/conf/flairs/KhanL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icai4/ZhouLCP23,
author = {Hongliang Zhou and
Yanmei Lin and
Nan Chen and
Yuzhong Peng},
editor = {De{-}Shuang Huang and
Prashan Premaratne and
Changan Yuan},
title = {Imputation of Compound Property Assay Data Using a Gene Expression
Programming-Based Method},
booktitle = {Applied Intelligence - First International Conference, {ICAI} 2023,
Nanning, China, December 8-12, 2023, Proceedings, Part {I}},
series = {Communications in Computer and Information Science},
volume = {2014},
pages = {124--135},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-981-97-0903-8\_13},
doi = {10.1007/978-981-97-0903-8\_13},
timestamp = {Wed, 15 May 2024 16:44:20 +0200},
biburl = {https://dblp.org/rec/conf/icai4/ZhouLCP23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccS/PereiraRFA23,
author = {Ricardo Cardoso Pereira and
Pedro Pereira Rodrigues and
M{\'{a}}rio A. T. Figueiredo and
Pedro Henriques Abreu},
editor = {Jir{\'{\i}} Mikyska and
Cl{\'{e}}lia de Mulatier and
Maciej Paszynski and
Valeria V. Krzhizhanovskaya and
Jack J. Dongarra and
Peter M. A. Sloot},
title = {Automatic Delta-Adjustment Method Applied to Missing Not At Random
Imputation},
booktitle = {Computational Science - {ICCS} 2023 - 23rd International Conference,
Prague, Czech Republic, July 3-5, 2023, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {14073},
pages = {481--493},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-35995-8\_34},
doi = {10.1007/978-3-031-35995-8\_34},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iccS/PereiraRFA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmtel/ChenSBYW23,
author = {Xudong Chen and
Bin Sun and
Shuhui Bi and
Jiafeng Yang and
Youling Wang},
editor = {Bing Wang and
Zuojin Hu and
Xianwei Jiang and
Yu{-}Dong Zhang},
title = {IoT Time-Series Missing Value Imputation - Comparison of Machine Learning
Methods},
booktitle = {Multimedia Technology and Enhanced Learning - 5th {EAI} International
Conference, {ICMTEL} 2023, Leicester, UK, April 28-29, 2023, Proceedings,
Part {IV}},
series = {Lecture Notes of the Institute for Computer Sciences, Social Informatics
and Telecommunications Engineering},
volume = {535},
pages = {406--411},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-50580-5\_37},
doi = {10.1007/978-3-031-50580-5\_37},
timestamp = {Tue, 04 Jun 2024 20:56:40 +0200},
biburl = {https://dblp.org/rec/conf/icmtel/ChenSBYW23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iiwas/FatyanosaDFPMA23,
author = {Tirana Noor Fatyanosa and
Mahendra Data and
Neni Alya Firdausanti and
Putu Hangga Nan Prayoga and
Israel Mendon{\c{c}}a and
Masayoshi Aritsugi},
editor = {Pari Delir Haghighi and
Eric Pardede and
Gillian Dobbie and
Vithya Yogarajan and
Ngurah Agus Sanjaya Er and
Gabriele Kotsis and
Ismail Khalil},
title = {ImputAnom: Anomaly Detection Framework Using Imputation Methods for
Univariate Time Series},
booktitle = {Information Integration and Web Intelligence - 25th International
Conference, iiWAS 2023, Denpasar, Bali, Indonesia, December 4-6, 2023,
Proceedings},
series = {Lecture Notes in Computer Science},
volume = {14416},
pages = {56--61},
publisher = {Springer},
year = {2023},
url = {https://doi.org/10.1007/978-3-031-48316-5\_8},
doi = {10.1007/978-3-031-48316-5\_8},
timestamp = {Thu, 07 Dec 2023 14:16:22 +0100},
biburl = {https://dblp.org/rec/conf/iiwas/FatyanosaDFPMA23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isdfs/ErkusEYG23,
author = {Ekin Can Erkus and
M{\"{u}}sl{\"{u}}m Ersel Er and
Alper Yildiz and
Mustafa Gencer},
title = {An Investigation of the Effects of the Numerical Missing Value Imputation
Methods for Click-through Rate Estimation Performances},
booktitle = {11th International Symposium on Digital Forensics and Security, {ISDFS}
2023, Chattanooga, TN, USA, May 11-12, 2023},
pages = {1--5},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/ISDFS58141.2023.10131678},
doi = {10.1109/ISDFS58141.2023.10131678},
timestamp = {Sun, 04 Jun 2023 12:05:03 +0200},
biburl = {https://dblp.org/rec/conf/isdfs/ErkusEYG23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/snams/Santana23,
author = {Roberto Santana},
title = {The Impact of Imputation Methods on the Classification of Household
Devices from Electricity Usage Time Series},
booktitle = {Tenth International Conference on Social Networks Analysis, Management
and Security, {SNAMS} 2023, Abu Dhabi, United Arab Emirates, November
21-24, 2023},
pages = {1--6},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/SNAMS60348.2023.10375473},
doi = {10.1109/SNAMS60348.2023.10375473},
timestamp = {Tue, 16 Jan 2024 21:01:23 +0100},
biburl = {https://dblp.org/rec/conf/snams/Santana23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-01655,
author = {Harish Chauhan and
Nikunj Gupta and
Zoe Haskell{-}Craig},
title = {Predicting blood pressure under circumstances of missing data: An
analysis of missing data patterns and imputation methods using {NHANES}},
journal = {CoRR},
volume = {abs/2305.01655},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.01655},
doi = {10.48550/ARXIV.2305.01655},
eprinttype = {arXiv},
eprint = {2305.01655},
timestamp = {Fri, 05 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-01655.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-06044,
author = {Nhat{-}Hao Pham and
Khanh{-}Linh Vo and
Mai Anh Vu and
Thu Nguyen and
Michael A. Riegler and
P{\aa}l Halvorsen and
Binh T. Nguyen},
title = {Correlation visualization under missing values: a comparison between
imputation and direct parameter estimation methods},
journal = {CoRR},
volume = {abs/2305.06044},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.06044},
doi = {10.48550/ARXIV.2305.06044},
eprinttype = {arXiv},
eprint = {2305.06044},
timestamp = {Tue, 16 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-06044.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-09635,
author = {Daniel Zhang},
title = {Development of a Neural Network-based Method for Improved Imputation
of Missing Values in Time Series Data by Repurposing DataWig},
journal = {CoRR},
volume = {abs/2308.09635},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.09635},
doi = {10.48550/ARXIV.2308.09635},
eprinttype = {arXiv},
eprint = {2308.09635},
timestamp = {Fri, 25 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-09635.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/tr/Mir22,
author = {Adil Aslam Mir},
title = {Radon anomaly classification and missing data imputation: {A} methodology
based on stacking and automatic anomaly indication function (Radon
anomali s{\i}n{\i}fland{\i}rmas{\i} ve eksik veri tahmini: Y{\i}{\u{g}}{\i}nlama
ve otomatik anomali g{\"{o}}sterge fonksiyonuna dayal{\i} bir
metodoloji)},
school = {Ankara Y{\i}ld{\i}r{\i}m Beyaz{\i}t University, Turkey},
year = {2022},
url = {https://tez.yok.gov.tr/UlusalTezMerkezi/tezDetay.jsp?id=lHxT9h6E5BJoHew3HGLYBA\&no=P2Iz7KAOIpkxr4eTRo5cwQ},
timestamp = {Sun, 03 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/phd/tr/Mir22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/ChiuSKKBF22,
author = {Po Chan Chiu and
Ali Selamat and
Ondrej Krejcar and
King Kuok Kuok and
Siti Dianah Abdul Bujang and
Hamido Fujita},
title = {Missing Value Imputation Designs and Methods of Nature-Inspired Metaheuristic
Techniques: {A} Systematic Review},
journal = {{IEEE} Access},
volume = {10},
pages = {61544--61566},
year = {2022},
url = {https://doi.org/10.1109/ACCESS.2022.3172319},
doi = {10.1109/ACCESS.2022.3172319},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/access/ChiuSKKBF22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/LeeCLKKK22,
author = {Sun{-}Yong Lee and
Timothy Paul Connerton and
Yeon{-}Woo Lee and
Daeyoung Kim and
Donghwan Kim and
Jin{-}Ho Kim},
title = {Semi-GAN: An Improved GAN-Based Missing Data Imputation Method for
the Semiconductor Industry},
journal = {{IEEE} Access},
volume = {10},
pages = {72328--72338},
year = {2022},
url = {https://doi.org/10.1109/ACCESS.2022.3188871},
doi = {10.1109/ACCESS.2022.3188871},
timestamp = {Mon, 25 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/access/LeeCLKKK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/MirCRHAAAH22,
author = {Adil Aslam Mir and
Fatih Vehbi {\c{C}}elebi and
Muhammad Rafique and
Lal Hussain and
Ahmed S. Almasoud and
Masoud Alajmi and
Fahd N. Al{-}Wesabi and
Anwer Mustafa Hilal},
title = {An Improved Imputation Method for Accurate Prediction of Imputed Dataset
Based Radon Time Series},
journal = {{IEEE} Access},
volume = {10},
pages = {20590--20601},
year = {2022},
url = {https://doi.org/10.1109/ACCESS.2022.3151892},
doi = {10.1109/ACCESS.2022.3151892},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/access/MirCRHAAAH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/asc/ZhaoLLWSFZC22,
author = {Feng Zhao and
Yan Lu and
Xinning Li and
Lina Wang and
Yingjie Song and
Deming Fan and
Caiming Zhang and
Xiaobo Chen},
title = {Multiple imputation method of missing credit risk assessment data
based on generative adversarial networks},
journal = {Appl. Soft Comput.},
volume = {126},
pages = {109273},
year = {2022},
url = {https://doi.org/10.1016/j.asoc.2022.109273},
doi = {10.1016/J.ASOC.2022.109273},
timestamp = {Fri, 15 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/asc/ZhaoLLWSFZC22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/KarikomiZN22,
author = {Mathew Karikomi and
Peijie Zhou and
Qing Nie},
title = {{DURIAN:} an integrative deconvolution and imputation method for robust
signaling analysis of single-cell transcriptomics data},
journal = {Briefings Bioinform.},
volume = {23},
number = {4},
year = {2022},
url = {https://doi.org/10.1093/bib/bbac223},
doi = {10.1093/BIB/BBAC223},
timestamp = {Fri, 29 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bib/KarikomiZN22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/LinWWLLCY22,
author = {Miao{-}Hsia Lin and
Pei{-}Shan Wu and
Tzu{-}Hsuan Wong and
I{-}Ying Lin and
Johnathan Lin and
J{\"{u}}rgen Cox and
Sung{-}Huan Yu},
title = {Benchmarking differential expression, imputation and quantification
methods for proteomics data},
journal = {Briefings Bioinform.},
volume = {23},
number = {3},
year = {2022},
url = {https://doi.org/10.1093/bib/bbac138},
doi = {10.1093/BIB/BBAC138},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bib/LinWWLLCY22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/LiuPRG22,
author = {Jian Liu and
Yichen Pan and
Zhihan Ruan and
Jun Guo},
title = {{SCDD:} a novel single-cell RNA-seq imputation method with diffusion
and denoising},
journal = {Briefings Bioinform.},
volume = {23},
number = {5},
year = {2022},
url = {https://doi.org/10.1093/bib/bbac398},
doi = {10.1093/BIB/BBAC398},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bib/LiuPRG22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/LiuZWZZ22,
author = {Yue Liu and
Junfeng Zhang and
Shu{-}Lin Wang and
Xiangxiang Zeng and
Wei Zhang},
title = {Are dropout imputation methods for scRNA-seq effective for scATAC-seq
data?},
journal = {Briefings Bioinform.},
volume = {23},
number = {1},
year = {2022},
url = {https://doi.org/10.1093/bib/bbab442},
doi = {10.1093/BIB/BBAB442},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bib/LiuZWZZ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/TaylorPWK22,
author = {Sandra L. Taylor and
Matthew Ponzini and
Machelle D. Wilson and
Kyoungmi Kim},
title = {Comparison of imputation and imputation-free methods for statistical
analysis of mass spectrometry data with missing data},
journal = {Briefings Bioinform.},
volume = {23},
number = {1},
year = {2022},
url = {https://doi.org/10.1093/bib/bbab353},
doi = {10.1093/BIB/BBAB353},
timestamp = {Sun, 25 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bib/TaylorPWK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/LasriSS22,
author = {Ayoub Lasri and
Vahid Shahrezaei and
Marc Sturrock},
title = {Benchmarking imputation methods for network inference using a novel
method of synthetic scRNA-seq data generation},
journal = {{BMC} Bioinform.},
volume = {23},
number = {1},
pages = {236},
year = {2022},
url = {https://doi.org/10.1186/s12859-022-04778-9},
doi = {10.1186/S12859-022-04778-9},
timestamp = {Wed, 22 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bmcbi/LasriSS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bspc/MohammedAPH22,
author = {Yasser Salaheldin Mohammed and
Hatem M. Abdelkader and
Pawel Plawiak and
Mohamed Hammad},
title = {A novel model to optimize multiple imputation algorithm for missing
data using evolution methods},
journal = {Biomed. Signal Process. Control.},
volume = {76},
pages = {103661},
year = {2022},
url = {https://doi.org/10.1016/j.bspc.2022.103661},
doi = {10.1016/J.BSPC.2022.103661},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bspc/MohammedAPH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cbm/AzimWD22,
author = {Riasat Azim and
Shulin Wang and
Shoaib Ahmed Dipu},
title = {CDSImpute: An ensemble similarity imputation method for single-cell
{RNA} sequence dropouts},
journal = {Comput. Biol. Medicine},
volume = {146},
pages = {105658},
year = {2022},
url = {https://doi.org/10.1016/j.compbiomed.2022.105658},
doi = {10.1016/J.COMPBIOMED.2022.105658},
timestamp = {Mon, 29 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cbm/AzimWD22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cbm/XuCZMBHTPWWY22,
author = {Junlin Xu and
Lingyu Cui and
Jujuan Zhuang and
Yajie Meng and
Pingping Bing and
Binsheng He and
Geng Tian and
Choi Kwok Pui and
Taoyang Wu and
Bing Wang and
Jialiang Yang},
title = {Evaluating the performance of dropout imputation and clustering methods
for single-cell {RNA} sequencing data},
journal = {Comput. Biol. Medicine},
volume = {146},
pages = {105697},
year = {2022},
url = {https://doi.org/10.1016/j.compbiomed.2022.105697},
doi = {10.1016/J.COMPBIOMED.2022.105697},
timestamp = {Sat, 10 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cbm/XuCZMBHTPWWY22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cmpb/HaliduolaBM22,
author = {Halimu N. Haliduola and
Frank Bretz and
Ulrich Mansmann},
title = {Missing data imputation using utility-based regression and sampling
approaches},
journal = {Comput. Methods Programs Biomed.},
volume = {226},
pages = {107172},
year = {2022},
url = {https://doi.org/10.1016/j.cmpb.2022.107172},
doi = {10.1016/J.CMPB.2022.107172},
timestamp = {Thu, 05 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cmpb/HaliduolaBM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cssc/KhalidS22,
author = {Mohd Khalid and
Garib Nath Singh},
title = {Some imputation methods to deal with the issue of missing data problems
due to random non-response in two-occasion successive sampling},
journal = {Commun. Stat. Simul. Comput.},
volume = {51},
number = {12},
pages = {7266--7286},
year = {2022},
url = {https://doi.org/10.1080/03610918.2020.1828920},
doi = {10.1080/03610918.2020.1828920},
timestamp = {Tue, 31 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cssc/KhalidS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/entropy/TadaSO22,
author = {Mayu Tada and
Natsumi Suzuki and
Yoshifumi Okada},
title = {Missing Value Imputation Method for Multiclass Matrix Data Based on
Closed Itemset},
journal = {Entropy},
volume = {24},
number = {2},
pages = {286},
year = {2022},
url = {https://doi.org/10.3390/e24020286},
doi = {10.3390/E24020286},
timestamp = {Sat, 05 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/entropy/TadaSO22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/CubillosWW22,
author = {Maximiliano Cubillos and
Sanne W{\o}hlk and
Jesper N. Wulff},
title = {A bi-objective k-nearest-neighbors-based imputation method for multilevel
data},
journal = {Expert Syst. Appl.},
volume = {204},
pages = {117298},
year = {2022},
url = {https://doi.org/10.1016/j.eswa.2022.117298},
doi = {10.1016/J.ESWA.2022.117298},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/CubillosWW22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/HemanthR22,
author = {G. R. Hemanth and
S. Charles Raja},
title = {Proposing suitable data imputation methods by adopting a Stage wise
approach for various classes of smart meters missing data - Practical
approach},
journal = {Expert Syst. Appl.},
volume = {187},
pages = {115911},
year = {2022},
url = {https://doi.org/10.1016/j.eswa.2021.115911},
doi = {10.1016/J.ESWA.2021.115911},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/HemanthR22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/evs/JuniorS22,
author = {Giovanni Amormino da Silva J{\'{u}}nior and
Alisson Marques da Silva},
title = {A simple and efficient incremental missing data imputation method
for evolving neo-fuzzy network},
journal = {Evol. Syst.},
volume = {13},
number = {2},
pages = {201--220},
year = {2022},
url = {https://doi.org/10.1007/s12530-021-09376-3},
doi = {10.1007/S12530-021-09376-3},
timestamp = {Fri, 01 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/evs/JuniorS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/frai/SongGLZWLQZSTSHGSDZ22,
author = {Meng Song and
Jonathan Greenbaum and
Joseph Luttrell IV and
Weihua Zhou and
Chong Wu and
Zhe Luo and
Chuan Qiu and
Lan Juan Zhao and
Kuan{-}Jui Su and
Qing Tian and
Hui Shen and
Huixiao Hong and
Ping Gong and
Xinghua Shi and
Hong{-}Wen Deng and
Chaoyang Zhang},
title = {An autoencoder-based deep learning method for genotype imputation},
journal = {Frontiers Artif. Intell.},
volume = {5},
year = {2022},
url = {https://doi.org/10.3389/frai.2022.1028978},
doi = {10.3389/FRAI.2022.1028978},
timestamp = {Sat, 06 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/frai/SongGLZWLQZSTSHGSDZ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijgi/JoeliantoFSSPG22,
author = {Endra Joelianto and
Muhammad Farhan Fathurrahman and
Herman Y. Sutarto and
Ivana Semanjski and
Adiyana Putri and
Sidharta Gautama},
title = {Analysis of Spatiotemporal Data Imputation Methods for Traffic Flow
Data in Urban Networks},
journal = {{ISPRS} Int. J. Geo Inf.},
volume = {11},
number = {5},
pages = {310},
year = {2022},
url = {https://doi.org/10.3390/ijgi11050310},
doi = {10.3390/IJGI11050310},
timestamp = {Fri, 02 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijgi/JoeliantoFSSPG22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbi/WangFLH22,
author = {Yizhuo Wang and
Christopher R. Flowers and
Ziyi Li and
Xuelin Huang},
title = {CondiS: {A} conditional survival distribution-based method for censored
data imputation overcoming the hurdle in machine learning-based survival
analysis},
journal = {J. Biomed. Informatics},
volume = {131},
pages = {104117},
year = {2022},
url = {https://doi.org/10.1016/j.jbi.2022.104117},
doi = {10.1016/J.JBI.2022.104117},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jbi/WangFLH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcisd/IwataMMMMFMH22,
author = {Hiroaki Iwata and
Tatsuru Matsuo and
Hideaki Mamada and
Takahisa Motomura and
Mayumi Matsushita and
Takeshi Fujiwara and
Kazuya Maeda and
Koichi Handa},
title = {Predicting Total Drug Clearance and Volumes of Distribution Using
the Machine Learning-Mediated Multimodal Method through the Imputation
of Various Nonclinical Data},
journal = {J. Chem. Inf. Model.},
volume = {62},
number = {17},
pages = {4057--4065},
year = {2022},
url = {https://doi.org/10.1021/acs.jcim.2c00318},
doi = {10.1021/ACS.JCIM.2C00318},
timestamp = {Tue, 06 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jcisd/IwataMMMMFMH22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jhir/PaulLSM22,
author = {Sanjoy K. Paul and
Joanna Ling and
Mayukh Samanta and
Olga Montvida},
title = {Robustness of Multiple Imputation Methods for Missing Risk Factor
Data from Electronic Medical Records for Observational Studies},
journal = {J. Heal. Informatics Res.},
volume = {6},
number = {4},
pages = {385--400},
year = {2022},
url = {https://doi.org/10.1007/s41666-022-00119-w},
doi = {10.1007/S41666-022-00119-W},
timestamp = {Fri, 10 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jhir/PaulLSM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jossw/Gower-PageNW22,
author = {Craig Gower{-}Page and
Alessandro Noci and
Marcel Wolbers},
title = {rbmi: {A} {R} package for standard and reference-based multiple imputation
methods},
journal = {J. Open Source Softw.},
volume = {7},
number = {74},
pages = {4251},
year = {2022},
url = {https://doi.org/10.21105/joss.04251},
doi = {10.21105/JOSS.04251},
timestamp = {Sat, 02 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jossw/Gower-PageNW22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/make/EppStobbeTK22,
author = {Amarah Epp{-}Stobbe and
Ming{-}Chang Tsai and
Marc Klimstra},
title = {Comparison of Imputation Methods for Missing Rate of Perceived Exertion
Data in Rugby},
journal = {Mach. Learn. Knowl. Extr.},
volume = {4},
number = {4},
pages = {827--838},
year = {2022},
url = {https://doi.org/10.3390/make4040041},
doi = {10.3390/MAKE4040041},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/make/EppStobbeTK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/natmi/LakkisSSLBRL22,
author = {Justin Lakkis and
Amelia Schroeder and
Kenong Su and
Michelle Y. Y. Lee and
Alexander C. Bashore and
Muredach P. Reilly and
Mingyao Li},
title = {A multi-use deep learning method for CITE-seq and single-cell RNA-seq
data integration with cell surface protein prediction and imputation},
journal = {Nat. Mac. Intell.},
volume = {4},
number = {11},
pages = {940--952},
year = {2022},
url = {https://doi.org/10.1038/s42256-022-00545-w},
doi = {10.1038/S42256-022-00545-W},
timestamp = {Wed, 17 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/natmi/LakkisSSLBRL22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/QiZZJ22,
author = {Jing Qi and
Yang Zhou and
Zicen Zhao and
Shuilin Jin},
title = {Correction: SDImpute: {A} statistical block imputation method based
on cell-level and gene-level information for dropouts in single-cell
RNA-seq data},
journal = {PLoS Comput. Biol.},
volume = {18},
number = {1},
year = {2022},
url = {https://doi.org/10.1371/journal.pcbi.1009770},
doi = {10.1371/JOURNAL.PCBI.1009770},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ploscb/QiZZJ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tase/YaoZ22,
author = {Zoujing Yao and
Chunhui Zhao},
title = {{FIGAN:} {A} Missing Industrial Data Imputation Method Customized
for Soft Sensor Application},
journal = {{IEEE} Trans Autom. Sci. Eng.},
volume = {19},
number = {4},
pages = {3712--3722},
year = {2022},
url = {https://doi.org/10.1109/TASE.2021.3132037},
doi = {10.1109/TASE.2021.3132037},
timestamp = {Thu, 16 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tase/YaoZ22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tits/XuPWSL22,
author = {Dongwei Xu and
Hang Peng and
Chenchen Wei and
Xuetian Shang and
Haijian Li},
title = {Traffic State Data Imputation: An Efficient Generating Method Based
on the Graph Aggregator},
journal = {{IEEE} Trans. Intell. Transp. Syst.},
volume = {23},
number = {8},
pages = {13084--13093},
year = {2022},
url = {https://doi.org/10.1109/TITS.2021.3119638},
doi = {10.1109/TITS.2021.3119638},
timestamp = {Thu, 25 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tits/XuPWSL22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bhi/PsychogyiosIA22,
author = {Konstantinos Psychogyios and
Loukas Ilias and
Dimitris Askounis},
title = {Comparison of Missing Data Imputation Methods using the Framingham
Heart study dataset},
booktitle = {{IEEE-EMBS} International Conference on Biomedical and Health Informatics,
{BHI} 2022, Ioannina, Greece, September 27-30, 2022},
pages = {1--5},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/BHI56158.2022.9926882},
doi = {10.1109/BHI56158.2022.9926882},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bhi/PsychogyiosIA22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bibm/ChenZTWL22,
author = {Siqi Chen and
Ruiqing Zheng and
Luyi Tian and
Fang{-}Xiang Wu and
Min Li},
editor = {Donald A. Adjeroh and
Qi Long and
Xinghua Mindy Shi and
Fei Guo and
Xiaohua Hu and
Srinivas Aluru and
Giri Narasimhan and
Jianxin Wang and
Mingon Kang and
Ananda Mondal and
Jin Liu},
title = {BayesImpute: a Bayesian imputation method for single-cell RNA-seq
data},
booktitle = {{IEEE} International Conference on Bioinformatics and Biomedicine,
{BIBM} 2022, Las Vegas, NV, USA, December 6-8, 2022},
pages = {194--199},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/BIBM55620.2022.9995223},
doi = {10.1109/BIBM55620.2022.9995223},
timestamp = {Wed, 21 Aug 2024 07:35:25 +0200},
biburl = {https://dblp.org/rec/conf/bibm/ChenZTWL22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bibm/XiongCLSX22,
author = {Zehao Xiong and
Xiangtao Chen and
Jiawei Luo and
Cong Shen and
Zhongyuan Xu},
editor = {Donald A. Adjeroh and
Qi Long and
Xinghua Mindy Shi and
Fei Guo and
Xiaohua Hu and
Srinivas Aluru and
Giri Narasimhan and
Jianxin Wang and
Mingon Kang and
Ananda Mondal and
Jin Liu},
title = {scSAGAN: {A} scRNA-seq data imputation method based on Semi-Supervised
Learning and Probabilistic Latent Semantic Analysis},
booktitle = {{IEEE} International Conference on Bioinformatics and Biomedicine,
{BIBM} 2022, Las Vegas, NV, USA, December 6-8, 2022},
pages = {178--181},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/BIBM55620.2022.9995463},
doi = {10.1109/BIBM55620.2022.9995463},
timestamp = {Thu, 12 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bibm/XiongCLSX22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cmis/ShakhovskaM22,
author = {Natalya Shakhovska and
Nataliia Melnykova},
editor = {Sergey Subbotin},
title = {Feature Engineering and Missing Data Imputation Method of Medical
Data Analysis},
booktitle = {Proceedings of The Fifth International Workshop on Computer Modeling
and Intelligent Systems (CMIS-2022), Zaporizhzhia, Ukraine, May 12,
2022},
series = {{CEUR} Workshop Proceedings},
volume = {3137},
pages = {48--57},
publisher = {CEUR-WS.org},
year = {2022},
url = {https://ceur-ws.org/Vol-3137/paper4.pdf},
timestamp = {Fri, 10 Mar 2023 16:23:18 +0100},
biburl = {https://dblp.org/rec/conf/cmis/ShakhovskaM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/codit/KalayCS22,
author = {Sena Kalay and
Ey{\"{u}}p {\c{C}}inar and
Inci Sari{\c{c}}i{\c{c}}ek},
title = {A Comparison of Data Imputation Methods Utilizing Machine Learning
for a New IoT System Platform},
booktitle = {8th International Conference on Control, Decision and Information
Technologies, CoDIT 2022, Istanbul, Turkey, May 17-20, 2022},
pages = {69--74},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/CoDIT55151.2022.9804113},
doi = {10.1109/CODIT55151.2022.9804113},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/codit/KalayCS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ictc/EunK22,
author = {JeeSook Eun and
Se{-}Han Kim},
title = {The Pattern Analysis-based Data Imputation Method for Data Table},
booktitle = {13th International Conference on Information and Communication Technology
Convergence, {ICTC} 2022, Jeju Island, Korea, Republic of, October
19-21, 2022},
pages = {1926--1928},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/ICTC55196.2022.9952577},
doi = {10.1109/ICTC55196.2022.9952577},
timestamp = {Mon, 20 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ictc/EunK22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isncc/ErgunKO22,
author = {Ebru U{\c{c}}gun Erg{\"{u}}n and
Ibrahim K{\"{o}}k and
Suat {\"{O}}zdemir},
title = {Impact of Missing Data on Classification Success in Health and Comparative
Analysis of Imputation Methods},
booktitle = {International Symposium on Networks, Computers and Communications,
{ISNCC} 2022, Shenzhen, China, July 19-22, 2022},
pages = {1--6},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/ISNCC55209.2022.9851791},
doi = {10.1109/ISNCC55209.2022.9851791},
timestamp = {Wed, 24 Aug 2022 14:38:54 +0200},
biburl = {https://dblp.org/rec/conf/isncc/ErgunKO22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iwinac/BataneroRMM22,
author = {Alba G{\'{o}}mez{-}Valad{\'{e}}s Batanero and
Mariano Rinc{\'{o}}n{-}Zamorano and
Rafael Mart{\'{\i}}nez{-}Tom{\'{a}}s and
Juan Guerrero Mart{\'{\i}}n},
editor = {Jos{\'{e}} Manuel Ferr{\'{a}}ndez de Vicente and
Jos{\'{e}} Ram{\'{o}}n {\'{A}}lvarez S{\'{a}}nchez and
F{\'{e}}lix de la Paz L{\'{o}}pez and
Hojjat Adeli},
title = {Evaluating Imputation Methods for Missing Data in a {MCI} Dataset},
booktitle = {Artificial Intelligence in Neuroscience: Affective Analysis and Health
Applications - 9th International Work-Conference on the Interplay
Between Natural and Artificial Computation, {IWINAC} 2022, Puerto
de la Cruz, Tenerife, Spain, May 31 - June 3, 2022, Proceedings, Part
{I}},
series = {Lecture Notes in Computer Science},
volume = {13258},
pages = {446--454},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-06242-1\_44},
doi = {10.1007/978-3-031-06242-1\_44},
timestamp = {Fri, 23 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iwinac/BataneroRMM22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/msml/KochanZY22,
author = {Didem Kochan and
Zheng Zhang and
Xiu Yang},
editor = {Bin Dong and
Qianxiao Li and
Lei Wang and
Zhi{-}Qin John Xu},
title = {A Quantum-Inspired Hamiltonian Monte Carlo Method for Missing Data
Imputation},
booktitle = {Mathematical and Scientific Machine Learning, 15-17 August 2022, Peking
University, Beijing, China},
series = {Proceedings of Machine Learning Research},
volume = {190},
pages = {17--32},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v190/kochan22a.html},
timestamp = {Wed, 09 Aug 2023 17:07:50 +0200},
biburl = {https://dblp.org/rec/conf/msml/KochanZY22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rivf/Tran22a,
author = {Cao Truong Tran},
title = {Improving the performance of imputation methods for gene expression
classification using feature selection},
booktitle = {{RIVF} International Conference on Computing and Communication Technologies,
{RIVF} 2022, Ho Chi Minh City, Vietnam, December 20-22, 2022},
pages = {334--339},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/RIVF55975.2022.10013809},
doi = {10.1109/RIVF55975.2022.10013809},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/rivf/Tran22a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/scdm/MuhaimeAIS22,
author = {Nur Aliaa Dalila A. Muhaime and
Muhammad Amirul Arifin and
Shuhaida Ismail and
Shazlyn Milleana Shaharuddin},
editor = {Rozaida Ghazali and
Nazri Mohd Nawi and
Mustafa Mat Deris and
Jemal H. Abawajy and
Nureize Arbaiy},
title = {Comparative Performance of Various Imputation Methods for River Flow
Data},
booktitle = {Recent Advances in Soft Computing and Data Mining - Proceedings of
the Fifth International Conference on Soft Computing and Data Mining
{(SCDM} 2022), May 30-31, 2022, Virtual Event},
series = {Lecture Notes in Networks and Systems},
volume = {457},
pages = {111--120},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-00828-3\_11},
doi = {10.1007/978-3-031-00828-3\_11},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/scdm/MuhaimeAIS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-06444,
author = {Elena Casiraghi and
Rachel Wong and
Margaret Hall and
Ben D. Coleman and
Marco Notaro and
Michael D. Evans and
Jena S. Tronieri and
Hannah Blau and
Bryan Laraway and
Tiffany J. Callahan and
Lauren E. Chan and
Carolyn T. Bramante and
John B. Buse and
Richard A. Moffitt and
Til Sturmer and
Steven G. Johnson and
Yu Raymond Shao and
Justin T. Reese and
Peter N. Robinson and
Alberto Paccanaro and
Giorgio Valentini and
Jared D. Huling and
Kenneth Wilkins},
title = {Tell Bennet, Christopher Chute, Peter DeWitt, Kenneth Gersing, Andrew
Girvin, Melissa Haendel, Jeremy Harper, Janos Hajagos, Stephanie Hong,
Emily Pfaff, Jane Reusch, Corneliu Antoniescu, Kimberly Robaski: {A}
Methodological Framework for the Comparative Evaluation of Multiple
Imputation Methods: Multiple Imputation of Race, Ethnicity and Body
Mass Index in the {U.S.} National {COVID} Cohort Collaborative},
journal = {CoRR},
volume = {abs/2206.06444},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.06444},
doi = {10.48550/ARXIV.2206.06444},
eprinttype = {arXiv},
eprint = {2206.06444},
timestamp = {Wed, 09 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-06444.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-03154,
author = {Konstantinos Psychogyios and
Loukas Ilias and
Dimitris Askounis},
title = {Comparison of Missing Data Imputation Methods using the Framingham
Heart study dataset},
journal = {CoRR},
volume = {abs/2210.03154},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.03154},
doi = {10.48550/ARXIV.2210.03154},
eprinttype = {arXiv},
eprint = {2210.03154},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-03154.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/us/Hill21,
author = {Brian Lawrence Hill},
title = {Computational Methods for the Imputation and Prediction of Digital
Health Data},
school = {University of California, Los Angeles, {USA}},
year = {2021},
url = {https://www.escholarship.org/uc/item/024654n0},
timestamp = {Wed, 22 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/phd/us/Hill21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/HanXL21,
author = {Chenggong Han and
Qing Xie and
Shili Lin},
title = {Are dropout imputation methods for scRNA-seq effective for scHi-C
data?},
journal = {Briefings Bioinform.},
volume = {22},
number = {4},
year = {2021},
url = {https://doi.org/10.1093/bib/bbaa289},
doi = {10.1093/BIB/BBAA289},
timestamp = {Wed, 16 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bib/HanXL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bib/ShiQYWWZDX21,
author = {Shuo Shi and
Qiheng Qian and
Shuhuan Yu and
Qi Wang and
Jinyue Wang and
Jingyao Zeng and
Zhenglin Du and
Jing{-}Fa Xiao},
title = {RefRGim: an intelligent reference panel reconstruction method for
genotype imputation with convolutional neural networks},
journal = {Briefings Bioinform.},
volume = {22},
number = {6},
year = {2021},
url = {https://doi.org/10.1093/bib/bbab326},
doi = {10.1093/BIB/BBAB326},
timestamp = {Wed, 24 Jul 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bib/ShiQYWWZDX21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/ChuSWKSZL21,
author = {Benjamin B. Chu and
Eric M. Sobel and
Rory Wasiolek and
Seyoon Ko and
Janet S. Sinsheimer and
Hua Zhou and
Kenneth Lange},
title = {A fast data-driven method for genotype imputation, phasing and local
ancestry inference: MendelImpute.jl},
journal = {Bioinform.},
volume = {37},
number = {24},
pages = {4756--4763},
year = {2021},
url = {https://doi.org/10.1093/bioinformatics/btab489},
doi = {10.1093/BIOINFORMATICS/BTAB489},
timestamp = {Sat, 25 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/ChuSWKSZL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/XuCG21,
author = {Chenyang Xu and
Lei Cai and
Jingyang Gao},
title = {An efficient scRNA-seq dropout imputation method using graph attention
network},
journal = {{BMC} Bioinform.},
volume = {22},
number = {1},
pages = {582},
year = {2021},
url = {https://doi.org/10.1186/s12859-021-04493-x},
doi = {10.1186/S12859-021-04493-X},
timestamp = {Sat, 25 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bmcbi/XuCG21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/ZhengZHS21,
author = {Yan Zheng and
Yuanke Zhong and
Jialu Hu and
Xuequn Shang},
title = {{SCC:} an accurate imputation method for scRNA-seq dropouts based
on a mixture model},
journal = {{BMC} Bioinform.},
volume = {22},
number = {1},
pages = {5},
year = {2021},
url = {https://doi.org/10.1186/s12859-020-03878-8},
doi = {10.1186/S12859-020-03878-8},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bmcbi/ZhengZHS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/ZhuWSRYD21,
author = {Xinshan Zhu and
Jiayu Wang and
Biao Sun and
Chao Ren and
Ting Yang and
Jie Ding},
title = {An efficient ensemble method for missing value imputation in microarray
gene expression data},
journal = {{BMC} Bioinform.},
volume = {22},
number = {1},
pages = {188},
year = {2021},
url = {https://doi.org/10.1186/s12859-021-04109-4},
doi = {10.1186/S12859-021-04109-4},
timestamp = {Wed, 16 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bmcbi/ZhuWSRYD21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cbm/FaisalT21,
author = {Shahla Faisal and
Gerhard Tutz},
title = {Imputation methods for high-dimensional mixed-type datasets by nearest
neighbors},
journal = {Comput. Biol. Medicine},
volume = {135},
pages = {104577},
year = {2021},
url = {https://doi.org/10.1016/j.compbiomed.2021.104577},
doi = {10.1016/J.COMPBIOMED.2021.104577},
timestamp = {Wed, 09 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cbm/FaisalT21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cssc/SinghKK21,
author = {Garib Nath Singh and
Mohd Khalid and
Jong{-}Min Kim},
title = {Some imputation methods to deal with the problems of missing data
in two-occasion successive sampling},
journal = {Commun. Stat. Simul. Comput.},
volume = {50},
number = {2},
pages = {557--580},
year = {2021},
url = {https://doi.org/10.1080/03610918.2018.1563153},
doi = {10.1080/03610918.2018.1563153},
timestamp = {Fri, 11 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cssc/SinghKK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dss/TempletonKT21,
author = {Gary F. Templeton and
Martin Kang and
Nargess Tahmasbi},
title = {Regression imputation optimizing sample size and emulation: Demonstrations
and comparisons to prominent methods},
journal = {Decis. Support Syst.},
volume = {151},
pages = {113624},
year = {2021},
url = {https://doi.org/10.1016/j.dss.2021.113624},
doi = {10.1016/J.DSS.2021.113624},
timestamp = {Wed, 27 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/dss/TempletonKT21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/PengZLL21,
author = {Dunlu Peng and
Mengping Zou and
Cong Liu and
Jing Lu},
title = {{RESI:} {A} Region-Splitting Imputation method for different types
of missing data},
journal = {Expert Syst. Appl.},
volume = {168},
pages = {114425},
year = {2021},
url = {https://doi.org/10.1016/j.eswa.2020.114425},
doi = {10.1016/J.ESWA.2020.114425},
timestamp = {Tue, 23 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/eswa/PengZLL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/fdata/JagerAB21,
author = {Sebastian J{\"{a}}ger and
Arndt Allhorn and
Felix Bie{\ss}mann},
title = {A Benchmark for Data Imputation Methods},
journal = {Frontiers Big Data},
volume = {4},
pages = {693674},
year = {2021},
url = {https://doi.org/10.3389/fdata.2021.693674},
doi = {10.3389/FDATA.2021.693674},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/fdata/JagerAB21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijicc/RaniKJ21,
author = {Pooja Rani and
Rajneesh Kumar and
Anurag Jain},
title = {{HIOC:} a hybrid imputation method to predict missing values in medical
datasets},
journal = {Int. J. Intell. Comput. Cybern.},
volume = {14},
number = {4},
pages = {598--616},
year = {2021},
url = {https://doi.org/10.1108/IJICC-03-2021-0042},
doi = {10.1108/IJICC-03-2021-0042},
timestamp = {Wed, 15 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijicc/RaniKJ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/FaisalT21,
author = {Shahla Faisal and
Gerhard Tutz},
title = {Multiple imputation using nearest neighbor methods},
journal = {Inf. Sci.},
volume = {570},
pages = {500--516},
year = {2021},
url = {https://doi.org/10.1016/j.ins.2021.04.009},
doi = {10.1016/J.INS.2021.04.009},
timestamp = {Wed, 09 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/isci/FaisalT21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jip/NagashimaK21,
author = {Hiroko Nagashima and
Yuka Kato},
title = {Flexible Imputation Method for Sensor Data based on Programming by
Example: {APREP-S}},
journal = {J. Inf. Process.},
volume = {29},
pages = {157--165},
year = {2021},
url = {https://doi.org/10.2197/ipsjjip.29.157},
doi = {10.2197/IPSJJIP.29.157},
timestamp = {Thu, 04 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jip/NagashimaK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kbs/ZhouLLW21,
author = {Xu Zhou and
Xiaofeng Liu and
Gongjin Lan and
Jian Wu},
title = {Federated conditional generative adversarial nets imputation method
for air quality missing data},
journal = {Knowl. Based Syst.},
volume = {228},
pages = {107261},
year = {2021},
url = {https://doi.org/10.1016/j.knosys.2021.107261},
doi = {10.1016/J.KNOSYS.2021.107261},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/kbs/ZhouLLW21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/peerj-cs/FouadIAA21,
author = {Khaled M. Fouad and
Mahmoud M. Ismail and
Ahmad Taher Azar and
Mona M. Arafa},
title = {Advanced methods for missing values imputation based on similarity
learning},
journal = {PeerJ Comput. Sci.},
volume = {7},
pages = {e619},
year = {2021},
url = {https://doi.org/10.7717/peerj-cs.619},
doi = {10.7717/PEERJ-CS.619},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/peerj-cs/FouadIAA21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/peerj-cs/LiSZDCHMMZP21,
author = {Xinqing Li and
Tanguy Tresor Sindihebura and
Lei Zhou and
Carlos M. Duarte and
Daniel P. Costa and
Mark A. Hindell and
Clive McMahon and
M{\^{o}}nica M. C. Muelbert and
Xiangliang Zhang and
Chengbin Peng},
title = {A prediction and imputation method for marine animal movement data},
journal = {PeerJ Comput. Sci.},
volume = {7},
pages = {e656},
year = {2021},
url = {https://doi.org/10.7717/peerj-cs.656},
doi = {10.7717/PEERJ-CS.656},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/peerj-cs/LiSZDCHMMZP21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/QiZZJ21,
author = {Jing Qi and
Yang Zhou and
Zicen Zhao and
Shuilin Jin},
title = {SDImpute: {A} statistical block imputation method based on cell-level
and gene-level information for dropouts in single-cell RNA-seq data},
journal = {PLoS Comput. Biol.},
volume = {17},
number = {6},
year = {2021},
url = {https://doi.org/10.1371/journal.pcbi.1009118},
doi = {10.1371/JOURNAL.PCBI.1009118},
timestamp = {Sun, 08 Sep 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ploscb/QiZZJ21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/WuLDYW21,
author = {Weimiao Wu and
Yunqing Liu and
Qile Dai and
Xiting Yan and
Zuoheng Wang},
title = {{G2S3:} {A} gene graph-based imputation method for single-cell {RNA}
sequencing data},
journal = {PLoS Comput. Biol.},
volume = {17},
number = {5},
year = {2021},
url = {https://doi.org/10.1371/journal.pcbi.1009029},
doi = {10.1371/JOURNAL.PCBI.1009029},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ploscb/WuLDYW21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sncs/WangLZL21,
author = {Chuan Wang and
Shun Long and
Rongdan Zeng and
Yaosheng Lu},
title = {Imputation Method for Fetal Heart Rate Signal Evaluation Based on
Optimal Transport Theory},
journal = {{SN} Comput. Sci.},
volume = {2},
number = {6},
pages = {454},
year = {2021},
url = {https://doi.org/10.1007/s42979-021-00805-3},
doi = {10.1007/S42979-021-00805-3},
timestamp = {Wed, 03 Nov 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sncs/WangLZL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/soco/Al-Helali00021,
author = {Baligh Al{-}Helali and
Qi Chen and
Bing Xue and
Mengjie Zhang},
title = {A new imputation method based on genetic programming and weighted
{KNN} for symbolic regression with incomplete data},
journal = {Soft Comput.},
volume = {25},
number = {8},
pages = {5993--6012},
year = {2021},
url = {https://doi.org/10.1007/s00500-021-05590-y},
doi = {10.1007/S00500-021-05590-Y},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/soco/Al-Helali00021.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/africom/DramanePT21,
author = {Kone Dramane and
Kimou Kouadio Prosper and
Goore Bi Tra},
editor = {Yahya Hamad Sheikh and
Idris A. Rai and
Abubakar Diwani Bakar},
title = {Extension of the Hybrid Method for Efficient Imputation of Records
with Several Missing Attributes},
booktitle = {e-Infrastructure and e-Services for Developing Countries - 13th {EAI}
International Conference, {AFRICOMM} 2021, Zanzibar, Tanzania, December
1-3, 2021, Proceedings},
series = {Lecture Notes of the Institute for Computer Sciences, Social Informatics
and Telecommunications Engineering},
volume = {443},
pages = {264--280},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-031-06374-9\_17},
doi = {10.1007/978-3-031-06374-9\_17},
timestamp = {Fri, 10 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/africom/DramanePT21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asist/RamnarineRieksDSLX21,
author = {Angela Usha Ramnarine{-}Rieks and
Avin Deshmukh and
Yisi Sang and
Daniel Lugo and
Sichun Xu},
title = {Preliminary Simulation for Obtaining Accurate Heart Rate Data Using
Imputation Methods},
booktitle = {Information: Equity, Diversity, Inclusion, Justice, and Relevance
- Proceedings of the 84th ASIS{\&}T Annual Meeting, {ASIST} 2021,
Salt Lake City, UT, USA, October 30 - November 2, 2021},
series = {Proc. Assoc. Inf. Sci. Technol.},
volume = {58},
number = {1},
pages = {808--810},
publisher = {Wiley},
year = {2021},
url = {https://doi.org/10.1002/pra2.570},
doi = {10.1002/PRA2.570},
timestamp = {Sat, 13 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/asist/RamnarineRieksDSLX21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/YuHH21,
author = {Jiayin Yu and
Yulin He and
Joshua Zhexue Huang},
editor = {Yixin Chen and
Heiko Ludwig and
Yicheng Tu and
Usama M. Fayyad and
Xingquan Zhu and
Xiaohua Hu and
Suren Byna and
Xiong Liu and
Jianping Zhang and
Shirui Pan and
Vagelis Papalexakis and
Jianwu Wang and
Alfredo Cuzzocrea and
Carlos Ordonez},
title = {A Two-Stage Missing Value Imputation Method Based on Autoencoder Neural
Network},
booktitle = {2021 {IEEE} International Conference on Big Data (Big Data), Orlando,
FL, USA, December 15-18, 2021},
pages = {6064--6066},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/BigData52589.2021.9671338},
doi = {10.1109/BIGDATA52589.2021.9671338},
timestamp = {Fri, 13 Jan 2023 17:06:49 +0100},
biburl = {https://dblp.org/rec/conf/bigdataconf/YuHH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cores/KomisarekPSPKC21,
author = {Mikolaj Komisarek and
Marek Pawlicki and
Piotr Sobonski and
Aleksandra Pawlicka and
Rafal Kozik and
Michal Choras},
editor = {Michal Choras and
Ryszard S. Choras and
Marek Kurzynski and
Pawel Trajdos and
Jerzy Pejas and
Tomasz Hyla},
title = {Extending Machine Learning-Based Intrusion Detection with the Imputation
Method},
booktitle = {Progress in Image Processing, Pattern Recognition and Communication
Systems - Proceedings of the Conference (CORES, IP{\&}C, ACS),
Virtual Event / Bydgoszcz, Poland, June 28-30, 2021},
series = {Lecture Notes in Networks and Systems},
volume = {255},
pages = {284--292},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-81523-3\_28},
doi = {10.1007/978-3-030-81523-3\_28},
timestamp = {Sun, 02 Oct 2022 15:58:01 +0200},
biburl = {https://dblp.org/rec/conf/cores/KomisarekPSPKC21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccS/NevesNP21,
author = {Diogo Telmo Neves and
Marcel Ganesh Naik and
Alberto Proen{\c{c}}a},
editor = {Maciej Paszynski and
Dieter Kranzlm{\"{u}}ller and
Valeria V. Krzhizhanovskaya and
Jack J. Dongarra and
Peter M. A. Sloot},
title = {SGAIN, {WSGAIN-CP} and {WSGAIN-GP:} Novel {GAN} Methods for Missing
Data Imputation},
booktitle = {Computational Science - {ICCS} 2021 - 21st International Conference,
Krakow, Poland, June 16-18, 2021, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {12742},
pages = {98--113},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-77961-0\_10},
doi = {10.1007/978-3-030-77961-0\_10},
timestamp = {Fri, 11 Jun 2021 16:12:41 +0200},
biburl = {https://dblp.org/rec/conf/iccS/NevesNP21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccS/OrczykDP21,
author = {Tomasz Orczyk and
Rafal Doroz and
Piotr Porwik},
editor = {Maciej Paszynski and
Dieter Kranzlm{\"{u}}ller and
Valeria V. Krzhizhanovskaya and
Jack J. Dongarra and
Peter M. A. Sloot},
title = {Missing Value Imputation Method Using Separate Features Nearest Neighbors
Algorithm},
booktitle = {Computational Science - {ICCS} 2021 - 21st International Conference,
Krakow, Poland, June 16-18, 2021, Proceedings, Part {III}},
series = {Lecture Notes in Computer Science},
volume = {12744},
pages = {128--141},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-77967-2\_12},
doi = {10.1007/978-3-030-77967-2\_12},
timestamp = {Tue, 15 Jun 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iccS/OrczykDP21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/idaacs/YanYYY21,
author = {Chunyan Yan and
Jianyu Yuan and
Zhiwei Ye and
Zhiyong Yang},
title = {A Discrete Missing Data Imputation Method Based on Improved Multi-layer
Perceptron},
booktitle = {2021 11th {IEEE} International Conference on Intelligent Data Acquisition
and Advanced Computing Systems: Technology and Applications (IDAACS),
Cracow, Poland, September 22-25, 2021},
pages = {480--484},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/IDAACS53288.2021.9661028},
doi = {10.1109/IDAACS53288.2021.9661028},
timestamp = {Fri, 07 Jan 2022 10:36:47 +0100},
biburl = {https://dblp.org/rec/conf/idaacs/YanYYY21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lssc/GrigorovaTP21,
author = {Denitsa Grigorova and
Demir Tonchev and
Dean Palejev},
editor = {Ivan Lirkov and
Svetozar Margenov},
title = {Comparison of Different Methods for Multiple Imputation by Chain Equation},
booktitle = {Large-Scale Scientific Computing - 13th International Conference,
{LSSC} 2021, Sozopol, Bulgaria, June 7-11, 2021, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {13127},
pages = {439--446},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-97549-4\_50},
doi = {10.1007/978-3-030-97549-4\_50},
timestamp = {Fri, 01 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/lssc/GrigorovaTP21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/metroi/PopolizioAPCL21,
author = {Marina Popolizio and
Alberto Amato and
Tiziano Politi and
Roberto Calienno and
Vincenzo Di Lecce},
title = {Missing data imputation in meteorological datasets with the {GAIN}
method},
booktitle = {{IEEE} International Workshop on Metrology for Industry 4.0 {\&}
IoT, MetroInd4.0{\&}IoT 2021, Rome, Italy, June 7-9, 2021},
pages = {556--560},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/MetroInd4.0IoT51437.2021.9488451},
doi = {10.1109/METROIND4.0IOT51437.2021.9488451},
timestamp = {Mon, 02 Aug 2021 16:35:37 +0200},
biburl = {https://dblp.org/rec/conf/metroi/PopolizioAPCL21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2101-10391,
author = {Hyeonwoo Yu and
Jean Oh},
title = {A Missing Data Imputation Method for 3D Object Reconstruction using
Multi-modal Variational Autoencoder},
journal = {CoRR},
volume = {abs/2101.10391},
year = {2021},
url = {https://arxiv.org/abs/2101.10391},
eprinttype = {arXiv},
eprint = {2101.10391},
timestamp = {Sat, 30 Jan 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2101-10391.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2108-09500,
author = {Paul Dixneuf and
Fausto Errico and
Mathias Glaus},
title = {A computational study on imputation methods for missing environmental
data},
journal = {CoRR},
volume = {abs/2108.09500},
year = {2021},
url = {https://arxiv.org/abs/2108.09500},
eprinttype = {arXiv},
eprint = {2108.09500},
timestamp = {Fri, 27 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2108-09500.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2111-09084,
author = {Ram{\'{o}}n Vi{\~{n}}as and
Xu Zheng and
Jer Hayes},
title = {A Graph-based Imputation Method for Sparse Medical Records},
journal = {CoRR},
volume = {abs/2111.09084},
year = {2021},
url = {https://arxiv.org/abs/2111.09084},
eprinttype = {arXiv},
eprint = {2111.09084},
timestamp = {Wed, 19 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2111-09084.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/JeongL20,
author = {Hyundoo Jeong and
Zhandong Liu},
title = {{PRIME:} a probabilistic imputation method to reduce dropout effects
in single-cell {RNA} sequencing},
journal = {Bioinform.},
volume = {36},
number = {13},
pages = {4021--4029},
year = {2020},
url = {https://doi.org/10.1093/bioinformatics/btaa278},
doi = {10.1093/BIOINFORMATICS/BTAA278},
timestamp = {Fri, 25 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/JeongL20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/RamosajAP20,
author = {Burim Ramosaj and
Lubna Amro and
Markus Pauly},
title = {A cautionary tale on using imputation methods for inference in matched-pairs
design},
journal = {Bioinform.},
volume = {36},
number = {10},
pages = {3099--3106},
year = {2020},
url = {https://doi.org/10.1093/bioinformatics/btaa082},
doi = {10.1093/BIOINFORMATICS/BTAA082},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bioinformatics/RamosajAP20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cea/Arciniegas-Alarcon20,
author = {Sergio Arciniegas{-}Alarc{\'{o}}n and
Marisol Garc{\'{\i}}a{-}Pe{\~{n}}a and
Paulo Canas Rodrigues},
title = {New multiple imputation methods for genotype-by-environment data that
combine singular value decomposition and Jackknife resampling or weighting
schemes},
journal = {Comput. Electron. Agric.},
volume = {176},
pages = {105617},
year = {2020},
url = {https://doi.org/10.1016/j.compag.2020.105617},
doi = {10.1016/J.COMPAG.2020.105617},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cea/Arciniegas-Alarcon20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cmpb/BaniaH20,
author = {Rubul Kumar Bania and
Anindya Halder},
title = {R-Ensembler: {A} greedy rough set based ensemble attribute selection
algorithm with \emph{k}NN imputation for classification of medical
data},
journal = {Comput. Methods Programs Biomed.},
volume = {184},
pages = {105122},
year = {2020},
url = {https://doi.org/10.1016/j.cmpb.2019.105122},
doi = {10.1016/J.CMPB.2019.105122},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cmpb/BaniaH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cmpb/ChoiPHY20,
author = {Kyungmee Choi and
Sung Min Park and
Seunghoon Han and
Dong{-}Seok Yim},
title = {A partial imputation EM-algorithm to adjust the overestimated shape
parameter of the Weibull distribution fitted to the clinical time-to-event
data},
journal = {Comput. Methods Programs Biomed.},
volume = {197},
pages = {105697},
year = {2020},
url = {https://doi.org/10.1016/j.cmpb.2020.105697},
doi = {10.1016/J.CMPB.2020.105697},
timestamp = {Fri, 25 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cmpb/ChoiPHY20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cssc/BhushanPP20,
author = {Shashi Bhushan and
Abhay Pratap Pandey and
Arvind Pandey},
title = {On optimality of imputation methods for estimation of population mean
using higher order moment of an auxiliary variable},
journal = {Commun. Stat. Simul. Comput.},
volume = {49},
number = {6},
pages = {1560--1574},
year = {2020},
url = {https://doi.org/10.1080/03610918.2018.1500595},
doi = {10.1080/03610918.2018.1500595},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cssc/BhushanPP20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cstat/LeeLL20,
author = {Shen{-}Ming Lee and
T. Martin Lukusa and
Chin{-}Shang Li},
title = {Estimation of a zero-inflated Poisson regression model with missing
covariates via nonparametric multiple imputation methods},
journal = {Comput. Stat.},
volume = {35},
number = {2},
pages = {725--754},
year = {2020},
url = {https://doi.org/10.1007/s00180-019-00930-x},
doi = {10.1007/S00180-019-00930-X},
timestamp = {Fri, 26 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cstat/LeeLL20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cstat/NoghrehchiSP20,
author = {Firouzeh Noghrehchi and
Jakub Stoklosa and
Spiridon I. Penev},
title = {Multiple imputation and functional methods in the presence of measurement
error and missingness in explanatory variables},
journal = {Comput. Stat.},
volume = {35},
number = {3},
pages = {1291--1317},
year = {2020},
url = {https://doi.org/10.1007/s00180-020-00976-2},
doi = {10.1007/S00180-020-00976-2},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cstat/NoghrehchiSP20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eor/SteadW20,
author = {Alexander D. Stead and
Phill Wheat},
title = {The case for the use of multiple imputation missing data methods in
stochastic frontier analysis with illustration using English local
highway data},
journal = {Eur. J. Oper. Res.},
volume = {280},
number = {1},
pages = {59--77},
year = {2020},
url = {https://doi.org/10.1016/j.ejor.2019.06.042},
doi = {10.1016/J.EJOR.2019.06.042},
timestamp = {Fri, 21 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/eor/SteadW20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijbra/KrajaDLWLWWLMST20,
author = {Aldi T. Kraja and
E. Warwick Daw and
Petra Lenzini and
Lihua Wang and
Shiow J. Lin and
Christine A. Williams and
Alan B. Wells and
Kathryn L. Lunetta and
Joanne M. Murabito and
Paola Sebastiani and
Giuseppe Tosto and
Sandra Barral and
Ryan L. Minster and
Anatoly Yashin and
Thomas Perls and
Michael A. Province},
title = {A comparison of genetic imputation methods using Long Life Family
Study genotypes and sequence data with the 1000 Genome reference panel},
journal = {Int. J. Bioinform. Res. Appl.},
volume = {16},
number = {1},
pages = {59--84},
year = {2020},
url = {https://doi.org/10.1504/IJBRA.2020.104855},
doi = {10.1504/IJBRA.2020.104855},
timestamp = {Fri, 11 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijbra/KrajaDLWLWWLMST20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijgi/SanjarBKPK20,
author = {Karshiev Sanjar and
Bekhzod Olimov and
Jaesoo Kim and
Anand Paul and
Jeonghong Kim},
title = {Missing Data Imputation for Geolocation-based Price Prediction Using
{KNN-MCF} Method},
journal = {{ISPRS} Int. J. Geo Inf.},
volume = {9},
number = {4},
pages = {227},
year = {2020},
url = {https://doi.org/10.3390/ijgi9040227},
doi = {10.3390/IJGI9040227},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijgi/SanjarBKPK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/midm/GariesCQMDMW20,
author = {Stephanie Garies and
Michael Cummings and
Hude Quan and
Kerry A. McBrien and
Neil Drummond and
Donna Manca and
Tyler S. Williamson},
title = {Methods to improve the quality of smoking records in a primary care
{EMR} database: exploring multiple imputation and pattern-matching
algorithms},
journal = {{BMC} Medical Informatics Decis. Mak.},
volume = {20},
number = {1},
pages = {56},
year = {2020},
url = {https://doi.org/10.1186/s12911-020-1068-5},
doi = {10.1186/S12911-020-1068-5},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/midm/GariesCQMDMW20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ploscb/KojimaTKTYK20,
author = {Kaname Kojima and
Shu Tadaka and
Fumiki Katsuoka and
Gen Tamiya and
Masayuki Yamamoto and
Kengo Kinoshita},
title = {A genotype imputation method for de-identified haplotype reference
information by using recurrent neural network},
journal = {PLoS Comput. Biol.},
volume = {16},
number = {10},
year = {2020},
url = {https://doi.org/10.1371/journal.pcbi.1008207},
doi = {10.1371/JOURNAL.PCBI.1008207},
timestamp = {Mon, 05 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ploscb/KojimaTKTYK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/remotesensing/ChenJZZCYOG20,
author = {Zhao{-}Yue Chen and
Jie{-}Qi Jin and
Rong Zhang and
Tian{-}Hao Zhang and
Jin{-}Jian Chen and
Jun Yang and
Chun{-}Quan Ou and
Yuming Guo},
title = {Comparison of Different Missing-Imputation Methods for {MAIAC} (Multiangle
Implementation of Atmospheric Correction) {AOD} in Estimating Daily
{PM2.5} Levels},
journal = {Remote. Sens.},
volume = {12},
number = {18},
pages = {3008},
year = {2020},
url = {https://doi.org/10.3390/rs12183008},
doi = {10.3390/RS12183008},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/remotesensing/ChenJZZCYOG20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sensors/HuangMBZM20,
author = {Junsheng Huang and
Baohua Mao and
Yun Bai and
Tong Zhang and
Changjun Miao},
title = {An Integrated Fuzzy C-Means Method for Missing Data Imputation Using
Taxi {GPS} Data},
journal = {Sensors},
volume = {20},
number = {7},
pages = {1992},
year = {2020},
url = {https://doi.org/10.3390/s20071992},
doi = {10.3390/S20071992},
timestamp = {Tue, 25 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sensors/HuangMBZM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/symmetry/HuangC20,
author = {Shu{-}Fen Huang and
Ching{-}Hsue Cheng},
title = {A Safe-Region Imputation Method for Handling Medical Data with Missing
Values},
journal = {Symmetry},
volume = {12},
number = {11},
pages = {1792},
year = {2020},
url = {https://doi.org/10.3390/sym12111792},
doi = {10.3390/SYM12111792},
timestamp = {Thu, 16 Sep 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/symmetry/HuangC20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/applepies/DhunganaBBG20,
author = {Hariom Dhungana and
Francesco Bellotti and
Riccardo Berta and
Alessandro De Gloria},
editor = {Sergio Saponara and
Alessandro De Gloria},
title = {Performance Comparison of Imputation Methods in Building Energy Data
Sets},
booktitle = {Applications in Electronics Pervading Industry, Environment and Society
- {APPLEPIES} 2020},
series = {Lecture Notes in Electrical Engineering},
volume = {738},
pages = {144--151},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-66729-0\_17},
doi = {10.1007/978-3-030-66729-0\_17},
timestamp = {Tue, 02 Feb 2021 11:16:38 +0100},
biburl = {https://dblp.org/rec/conf/applepies/DhunganaBBG20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ausai/Al-Helali00Z20,
author = {Baligh Al{-}Helali and
Qi Chen and
Bing Xue and
Mengjie Zhang},
editor = {Marcus Gallagher and
Nour Moustafa and
Erandi Lakshika},
title = {Genetic Programming-Based Selection of Imputation Methods in Symbolic
Regression with Missing Values},
booktitle = {{AI} 2020: Advances in Artificial Intelligence - 33rd Australasian
Joint Conference, {AI} 2020, Canberra, ACT, Australia, November 29-30,
2020, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {12576},
pages = {163--175},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-64984-5\_13},
doi = {10.1007/978-3-030-64984-5\_13},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ausai/Al-Helali00Z20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bibm/ZhengLMTL20,
author = {Ruiqing Zheng and
Zhenlan Liang and
Xiangmao Meng and
Yu Tian and
Min Li},
editor = {Taesung Park and
Young{-}Rae Cho and
Xiaohua Hu and
Illhoi Yoo and
Hyun Goo Woo and
Jianxin Wang and
Julio C. Facelli and
Seungyoon Nam and
Mingon Kang},
title = {A robust single cell clustering method based on subspace learning
and partial imputation},
booktitle = {{IEEE} International Conference on Bioinformatics and Biomedicine,
{BIBM} 2020, Virtual Event, South Korea, December 16-19, 2020},
pages = {140--145},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/BIBM49941.2020.9313478},
doi = {10.1109/BIBM49941.2020.9313478},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/bibm/ZhengLMTL20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/ChoDGWHSW20,
author = {Brian Cho and
Teresa Dayrit and
Yuan Gao and
Zhe Wang and
Tianzhen Hong and
Alex Sim and
Kesheng Wu},
editor = {Xintao Wu and
Chris Jermaine and
Li Xiong and
Xiaohua Hu and
Olivera Kotevska and
Siyuan Lu and
Weija Xu and
Srinivas Aluru and
Chengxiang Zhai and
Eyhab Al{-}Masri and
Zhiyuan Chen and
Jeff Saltz},
title = {Effective Missing Value Imputation Methods for Building Monitoring
Data},
booktitle = {2020 {IEEE} International Conference on Big Data {(IEEE} BigData 2020),
Atlanta, GA, USA, December 10-13, 2020},
pages = {2866--2875},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/BigData50022.2020.9378230},
doi = {10.1109/BIGDATA50022.2020.9378230},
timestamp = {Mon, 26 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/bigdataconf/ChoDGWHSW20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/NagashimaK20,
author = {Hiroko Nagashima and
Yuka Kato},
editor = {Xintao Wu and
Chris Jermaine and
Li Xiong and
Xiaohua Hu and
Olivera Kotevska and
Siyuan Lu and
Weija Xu and
Srinivas Aluru and
Chengxiang Zhai and
Eyhab Al{-}Masri and
Zhiyuan Chen and
Jeff Saltz},
title = {Method for Selecting a Data Imputation Model Based on Programming
by Example for Data Analysts},
booktitle = {2020 {IEEE} International Conference on Big Data {(IEEE} BigData 2020),
Atlanta, GA, USA, December 10-13, 2020},
pages = {4147--4156},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/BigData50022.2020.9377818},
doi = {10.1109/BIGDATA50022.2020.9377818},
timestamp = {Thu, 08 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/bigdataconf/NagashimaK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cata/ChenC20,
author = {Mason Chen and
Charles Chen},
editor = {Gordon Lee and
Ying Jin},
title = {Optimize Neural Network Algorithm of Missing Value Imputation for
Clustering Chocolate Product Types Following "STEAMS" Methodology},
booktitle = {Proceedings of 35th International Conference on Computers and Their
Applications, {CATA} 2020, San Francisco, California, USA, March 23-25,
2020},
series = {EPiC Series in Computing},
volume = {69},
pages = {230--241},
publisher = {EasyChair},
year = {2020},
url = {https://doi.org/10.29007/4jgz},
doi = {10.29007/4JGZ},
timestamp = {Sun, 15 Aug 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cata/ChenC20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eusipco/ToroSVM20,
author = {Edwar Macias Toro and
Javier Serrano and
Jos{\'{e}} L{\'{o}}pez Vicario and
Antoni Morell},
title = {Novel Imputation Method Using Average Code from Autoencoders in Clinical
Data},
booktitle = {28th European Signal Processing Conference, {EUSIPCO} 2020, Amsterdam,
Netherlands, January 18-21, 2021},
pages = {1576--1579},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.23919/Eusipco47968.2020.9287343},
doi = {10.23919/EUSIPCO47968.2020.9287343},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/eusipco/ToroSVM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccde/YangC20,
author = {Lan Yang and
Jason Amaro Chiang},
title = {Use Case and Performance Analyses for Missing Data Imputation Methods
in Big Data Analytics},
booktitle = {{ICCDE} 2020: The 6th International Conference on Computing and Data
Engineering, Sanya, China, January 4-6, 2020},
pages = {107--111},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3379247.3379270},
doi = {10.1145/3379247.3379270},
timestamp = {Mon, 06 Apr 2020 15:43:14 +0200},
biburl = {https://dblp.org/rec/conf/iccde/YangC20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ideal/ShalitFB20,
author = {Nadav Shalit and
Michael Fire and
Eran Ben{-}Elia},
editor = {Cesar Analide and
Paulo Novais and
David Camacho and
Hujun Yin},
title = {Imputation of Missing Boarding Stop Information in Smart Card Data
with Machine Learning Methods},
booktitle = {Intelligent Data Engineering and Automated Learning - {IDEAL} 2020
- 21st International Conference, Guimaraes, Portugal, November 4-6,
2020, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {12489},
pages = {17--27},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-62362-3\_3},
doi = {10.1007/978-3-030-62362-3\_3},
timestamp = {Mon, 09 Nov 2020 15:07:16 +0100},
biburl = {https://dblp.org/rec/conf/ideal/ShalitFB20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcai/GongLZLCD20,
author = {Yongshun Gong and
Zhibin Li and
Jian Zhang and
Wei Liu and
Bei Chen and
Xiangjun Dong},
editor = {Christian Bessiere},
title = {A Spatial Missing Value Imputation Method for Multi-view Urban Statistical
Data},
booktitle = {Proceedings of the Twenty-Ninth International Joint Conference on
Artificial Intelligence, {IJCAI} 2020},
pages = {1310--1316},
publisher = {ijcai.org},
year = {2020},
url = {https://doi.org/10.24963/ijcai.2020/182},
doi = {10.24963/IJCAI.2020/182},
timestamp = {Thu, 29 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcai/GongLZLCD20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kes/Altukhova20,
author = {Olga Altukhova},
editor = {Matteo Cristani and
Carlos Toro and
Cecilia Zanni{-}Merk and
Robert J. Howlett and
Lakhmi C. Jain},
title = {Choice of method imputation missing values for obstetrics clinical
data},
booktitle = {Knowledge-Based and Intelligent Information {\&} Engineering Systems:
Proceedings of the 24th International Conference KES-2020, Virtual
Event, 16-18 September 2020},
series = {Procedia Computer Science},
volume = {176},
pages = {976--984},
publisher = {Elsevier},
year = {2020},
url = {https://doi.org/10.1016/j.procs.2020.09.093},
doi = {10.1016/J.PROCS.2020.09.093},
timestamp = {Thu, 08 Jul 2021 16:04:01 +0200},
biburl = {https://dblp.org/rec/conf/kes/Altukhova20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/psb/BobakMNLH20,
author = {Carly A. Bobak and
Lauren McDonnell and
Matthew D. Nemesure and
Justin Lin and
Jane E. Hill},
title = {Assessment of Imputation Methods for Missing Gene Expression Data
in Meta-Analysis of DistinctCohorts of Tuberculosis Patients},
booktitle = {Pacific Symposium on Biocomputing 2020, Fairmont Orchid, Hawaii, USA,
January 3-7, 2020},
pages = {307--318},
year = {2020},
url = {https://psb.stanford.edu/psb-online/proceedings/psb20/Bobak.pdf},
timestamp = {Fri, 13 Aug 2021 16:31:26 +0200},
biburl = {https://dblp.org/rec/conf/psb/BobakMNLH20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/setn/PlatiasP20,
author = {Christos Platias and
Georgios Petasis},
editor = {Constantine D. Spyropoulos and
Iraklis Varlamis and
Ion Androutsopoulos and
Prodromos Malakasiotis},
title = {A Comparison of Machine Learning Methods for Data Imputation},
booktitle = {{SETN} 2020: 11th Hellenic Conference on Artificial Intelligence,
Athens, Greece, September 2-4, 2020},
pages = {150--159},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3411408.3411465},
doi = {10.1145/3411408.3411465},
timestamp = {Sat, 18 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/setn/PlatiasP20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/siu/YumusADK20,
author = {Mehmethan Yumus and
Merve Apaydin and
Ali Degirmenci and
{\"{O}}mer Karal},
title = {Missing data imputation using machine learning based methods to improve
{HCC} survival prediction},
booktitle = {28th Signal Processing and Communications Applications Conference,
{SIU} 2020, Gaziantep, Turkey, October 5-7, 2020},
pages = {1--4},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/SIU49456.2020.9302222},
doi = {10.1109/SIU49456.2020.9302222},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/siu/YumusADK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aai/JadhavPR19,
author = {Anil S. Jadhav and
Dhanya Pramod and
Krishnan Ramanathan},
title = {Comparison of Performance of Data Imputation Methods for Numeric Dataset},
journal = {Appl. Artif. Intell.},
volume = {33},
number = {10},
pages = {913--933},
year = {2019},
url = {https://doi.org/10.1080/08839514.2019.1637138},
doi = {10.1080/08839514.2019.1637138},
timestamp = {Tue, 16 Aug 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aai/JadhavPR19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/KoklaVKPH19,
author = {Marietta Kokla and
Jyrki Virtanen and
Marjukka Kolehmainen and
Jussi Paananen and
Kati Hanhineva},
title = {Random forest-based imputation outperforms other methods for imputing
{LC-MS} metabolomics data: a comparative study},
journal = {{BMC} Bioinform.},
volume = {20},
number = {1},
pages = {492:1--492:11},
year = {2019},
url = {https://doi.org/10.1186/s12859-019-3110-0},
doi = {10.1186/S12859-019-3110-0},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bmcbi/KoklaVKPH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cssc/ProcterR19a,
author = {Marion Procter and
Chris Robertson},
title = {Performance of standard imputation methods for missing quality of
life data as covariate in survival analysis based on simulations from
the International Breast Cancer Study Group Trials {VI} and {VII}},
journal = {Commun. Stat. Simul. Comput.},
volume = {48},
number = {10},
pages = {3063--3077},
year = {2019},
url = {https://doi.org/10.1080/03610918.2018.1473587},
doi = {10.1080/03610918.2018.1473587},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cssc/ProcterR19a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cssc/ZhangKLBBS19,
author = {Yunxi Zhang and
Soeun Kim and
Ye Lin and
George Baum and
Karen M. Basen{-}Engquist and
Michael D. Swartz},
title = {Comparisons of imputation methods with application to assess factors
associated with self efficacy of physical activity in breast cancer
survivors},
journal = {Commun. Stat. Simul. Comput.},
volume = {48},
number = {8},
pages = {2523--2537},
year = {2019},
url = {https://doi.org/10.1080/03610918.2018.1458132},
doi = {10.1080/03610918.2018.1458132},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cssc/ZhangKLBBS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eaai/ChengCS19,
author = {Ching{-}Hsue Cheng and
Chia{-}Pang Chan and
Yu{-}Jheng Sheu},
title = {A novel purity-based k nearest neighbors imputation method and its
application in financial distress prediction},
journal = {Eng. Appl. Artif. Intell.},
volume = {81},
pages = {283--299},
year = {2019},
url = {https://doi.org/10.1016/j.engappai.2019.03.003},
doi = {10.1016/J.ENGAPPAI.2019.03.003},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eaai/ChengCS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijcse/SahaGBD19,
author = {Sujay Saha and
Anupam Ghosh and
Saikat Bandopadhyay and
Kashi Nath Dey},
title = {Missing value imputation in {DNA} microarray gene expression data:
a comparative study of an improved collaborative filtering method
with decision tree based approach},
journal = {Int. J. Comput. Sci. Eng.},
volume = {18},
number = {2},
pages = {130--139},
year = {2019},
url = {https://doi.org/10.1504/IJCSE.2019.097954},
doi = {10.1504/IJCSE.2019.097954},
timestamp = {Wed, 07 Dec 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijcse/SahaGBD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/GuoWY19,
author = {Zijian Guo and
Yiming Wan and
Hao Ye},
title = {A data imputation method for multivariate time series based on generative
adversarial network},
journal = {Neurocomputing},
volume = {360},
pages = {185--197},
year = {2019},
url = {https://doi.org/10.1016/j.neucom.2019.06.007},
doi = {10.1016/J.NEUCOM.2019.06.007},
timestamp = {Tue, 20 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/GuoWY19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcbb/ChoudhuryCE19,
author = {Olivia Choudhury and
Ankush Chakrabarty and
Scott J. Emrich},
title = {Highly Accurate and Efficient Data-Driven Methods for Genotype Imputation},
journal = {{IEEE} {ACM} Trans. Comput. Biol. Bioinform.},
volume = {16},
number = {4},
pages = {1107--1116},
year = {2019},
url = {https://doi.org/10.1109/TCBB.2017.2708701},
doi = {10.1109/TCBB.2017.2708701},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tcbb/ChoudhuryCE19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tcbb/WangCAYLJ19,
author = {Aiguo Wang and
Ye Chen and
Ning An and
Jing Yang and
Lian Li and
Lili Jiang},
title = {Microarray Missing Value Imputation: {A} Regularized Local Learning
Method},
journal = {{IEEE} {ACM} Trans. Comput. Biol. Bioinform.},
volume = {16},
number = {3},
pages = {980--993},
year = {2019},
url = {https://doi.org/10.1109/TCBB.2018.2810205},
doi = {10.1109/TCBB.2018.2810205},
timestamp = {Thu, 27 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tcbb/WangCAYLJ19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tits/LiZWR19,
author = {Linchao Li and
Jian Zhang and
Yonggang Wang and
Bin Ran},
title = {Missing Value Imputation for Traffic-Related Time Series Data Based
on a Multi-View Learning Method},
journal = {{IEEE} Trans. Intell. Transp. Syst.},
volume = {20},
number = {8},
pages = {2933--2943},
year = {2019},
url = {https://doi.org/10.1109/TITS.2018.2869768},
doi = {10.1109/TITS.2018.2869768},
timestamp = {Tue, 24 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tits/LiZWR19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/wicomm/ChaudhryLBP19,
author = {Aizaz U. Chaudhry and
Wei Li and
Amir Basri and
Fran{\c{c}}ois Patenaude},
title = {A Method for Improving Imputation and Prediction Accuracy of Highly
Seasonal Univariate Data with Large Periods of Missingness},
journal = {Wirel. Commun. Mob. Comput.},
volume = {2019},
pages = {4039758:1--4039758:13},
year = {2019},
url = {https://doi.org/10.1155/2019/4039758},
doi = {10.1155/2019/4039758},
timestamp = {Thu, 06 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/wicomm/ChaudhryLBP19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/NagashimaK19,
author = {Hiroko Nagashima and
Yuka Kato},
editor = {Chaitanya K. Baru and
Jun Huan and
Latifur Khan and
Xiaohua Hu and
Ronay Ak and
Yuanyuan Tian and
Roger S. Barga and
Carlo Zaniolo and
Kisung Lee and
Yanfang (Fanny) Ye},
title = {Data Imputation Method based on Programming by Example: {APREP-S}},
booktitle = {2019 {IEEE} International Conference on Big Data {(IEEE} BigData),
Los Angeles, CA, USA, December 9-12, 2019},
pages = {4412--4421},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/BigData47090.2019.9006578},
doi = {10.1109/BIGDATA47090.2019.9006578},
timestamp = {Tue, 18 Oct 2022 14:44:48 +0200},
biburl = {https://dblp.org/rec/conf/bigdataconf/NagashimaK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ccoms/CaparinoSM19,
author = {Elenita T. Capari{\~{n}}o and
Ariel M. Sison and
Ruji P. Medina},
title = {Application of the Modified Imputation Method to Missing Data to Increase
Classification Performance},
booktitle = {{IEEE} 4th International Conference on Computer and Communication
Systems, {ICCCS} 2019, Singapore, February 23-25, 2019},
pages = {134--139},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/CCOMS.2019.8821632},
doi = {10.1109/CCOMS.2019.8821632},
timestamp = {Sun, 08 Aug 2021 01:40:50 +0200},
biburl = {https://dblp.org/rec/conf/ccoms/CaparinoSM19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cnsm/SydoraJN19,
author = {Christoph Sydora and
Johannes Jung and
Ioanis Nikolaidis},
editor = {Hanan Lutfiyya and
Yixin Diao and
Nur Zincir{-}Heywood and
R{\'{e}}mi Badonnel and
Edmundo R. M. Madeira},
title = {A Study of Simple Partially-Recovered Sensor Data Imputation Methods},
booktitle = {15th International Conference on Network and Service Management, {CNSM}
2019, Halifax, NS, Canada, October 21-25, 2019},
pages = {1--7},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.23919/CNSM46954.2019.9012748},
doi = {10.23919/CNSM46954.2019.9012748},
timestamp = {Fri, 08 Dec 2023 07:53:07 +0100},
biburl = {https://dblp.org/rec/conf/cnsm/SydoraJN19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icact/KimCCKPC19,
author = {Wooyoung Kim and
Wonwoong Cho and
Jangho Choi and
Jiyong Kim and
Cheonbok Park and
Jaegul Choo},
title = {A Comparison of the Effects of Data Imputation Methods on Model Performance},
booktitle = {21st International Conference on Advanced Communication Technology,
{ICACT} 2019, Pyeongchang, South Korea, February 17-20, 2019},
pages = {592--599},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.23919/ICACT.2019.8702000},
doi = {10.23919/ICACT.2019.8702000},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icact/KimCCKPC19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/BoquetVM019,
author = {Guillem Boquet and
Jos{\'{e}} L{\'{o}}pez Vicario and
Antoni Morell and
Javier Serrano},
title = {Missing Data in Traffic Estimation: {A} Variational Autoencoder Imputation
Method},
booktitle = {{IEEE} International Conference on Acoustics, Speech and Signal Processing,
{ICASSP} 2019, Brighton, United Kingdom, May 12-17, 2019},
pages = {2882--2886},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ICASSP.2019.8683011},
doi = {10.1109/ICASSP.2019.8683011},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icassp/BoquetVM019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccsama/PhanCB19,
author = {Thi{-}Thu{-}Hong Phan and
{\'{E}}milie Poisson Caillault and
Andr{\'{e}} Bigand},
editor = {Hoai An Le Thi and
Hoai Minh Le and
Tao Pham Dinh and
Ngoc Thanh Nguyen},
title = {eDTWBI: Effective Imputation Method for Univariate Time Series},
booktitle = {Advanced Computational Methods for Knowledge Engineering - Proceedings
of the 6th International Conference on Computer Science, Applied Mathematics
and Applications, {ICCSAMA} 2019, Hanoi, Vietnam, December 19-20,
2019},
series = {Advances in Intelligent Systems and Computing},
volume = {1121},
pages = {121--132},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-38364-0\_11},
doi = {10.1007/978-3-030-38364-0\_11},
timestamp = {Thu, 16 Mar 2023 20:00:30 +0100},
biburl = {https://dblp.org/rec/conf/iccsama/PhanCB19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/BarataTHV19,
author = {Ant{\'{o}}nio Pereira Barata and
Frank W. Takes and
H. Jaap van den Herik and
Cor J. Veenman},
editor = {Panagiotis Papapetrou and
Xueqi Cheng and
Qing He},
title = {Imputation Methods Outperform Missing-Indicator for Data Missing Completely
at Random},
booktitle = {2019 International Conference on Data Mining Workshops, {ICDM} Workshops
2019, Beijing, China, November 8-11, 2019},
pages = {407--414},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ICDMW.2019.00066},
doi = {10.1109/ICDMW.2019.00066},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icdm/BarataTHV19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdsci/CuiW19,
author = {Yanjun Cui and
Junhu Wang},
editor = {Jing He and
Philip S. Yu and
Yong Shi and
Xingsen Li and
Zhijun Xie and
Guangyan Huang and
Jie Cao and
Fu Xiao},
title = {Impact of Dimension and Sample Size on the Performance of Imputation
Methods},
booktitle = {Data Science - 6th International Conference, {ICDS} 2019, Ningbo,
China, May 15-20, 2019, Revised Selected Papers},
series = {Communications in Computer and Information Science},
volume = {1179},
pages = {538--549},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-981-15-2810-1\_51},
doi = {10.1007/978-981-15-2810-1\_51},
timestamp = {Fri, 04 Feb 2022 08:01:41 +0100},
biburl = {https://dblp.org/rec/conf/icdsci/CuiW19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ichi/DingSTW19,
author = {Yichen Ding and
W. Nick Street and
Ling Tong and
Shangguan Wang},
title = {An Ensemble Method for Data Imputation},
booktitle = {2019 {IEEE} International Conference on Healthcare Informatics, {ICHI}
2019, Xi'an, China, June 10-13, 2019},
pages = {1--3},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ICHI.2019.8904629},
doi = {10.1109/ICHI.2019.8904629},
timestamp = {Wed, 27 Nov 2019 14:42:06 +0100},
biburl = {https://dblp.org/rec/conf/ichi/DingSTW19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ichi/JinBW19,
author = {Bo Jin and
Yuxin Bai and
Chongyuan Wang},
title = {Comparing Different Imputation Methods for Incomplete Longitudinal
Data on Clinical Dataset},
booktitle = {2019 {IEEE} International Conference on Healthcare Informatics, {ICHI}
2019, Xi'an, China, June 10-13, 2019},
pages = {1--2},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ICHI.2019.8904478},
doi = {10.1109/ICHI.2019.8904478},
timestamp = {Wed, 27 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ichi/JinBW19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ichi/Sun19,
author = {Ping Sun},
title = {{MICE-DA:} {A} {MICE} method with Data Augmentation for missing data
imputation in {IEEE} {ICHI} 2019 {DACMI} Challenge},
booktitle = {2019 {IEEE} International Conference on Healthcare Informatics, {ICHI}
2019, Xi'an, China, June 10-13, 2019},
pages = {1--3},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ICHI.2019.8904724},
doi = {10.1109/ICHI.2019.8904724},
timestamp = {Wed, 27 Nov 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ichi/Sun19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icores/Kim019,
author = {Do Gyun Kim and
Jin Young Choi},
editor = {Greg H. Parlier and
Federico Liberatore and
Marc Demange},
title = {Efficient Imputation Method for Missing Data Focusing on Local Space
Formed by Hyper-Rectangle Descriptors},
booktitle = {Proceedings of the 8th International Conference on Operations Research
and Enterprise Systems, {ICORES} 2019, Prague, Czech Republic, February
19-21, 2019},
pages = {467--472},
publisher = {SciTePress},
year = {2019},
url = {https://doi.org/10.5220/0007582104670472},
doi = {10.5220/0007582104670472},
timestamp = {Wed, 05 Jun 2019 13:02:37 +0200},
biburl = {https://dblp.org/rec/conf/icores/Kim019.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icpm/SimBC19,
author = {Sung{-}Hyun Sim and
Hyerim Bae and
Yulim Choi},
title = {Likelihood-based Multiple Imputation by Event Chain Methodology for
Repair of Imperfect Event Logs with Missing Data},
booktitle = {International Conference on Process Mining, {ICPM} 2019, Aachen, Germany,
June 24-26, 2019},
pages = {9--16},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ICPM.2019.00013},
doi = {10.1109/ICPM.2019.00013},
timestamp = {Mon, 03 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icpm/SimBC19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/intellisys/LiuLZ19,
author = {Xin Liu and
Xiaochen Lai and
Liyong Zhang},
editor = {Yaxin Bi and
Rahul Bhatia and
Supriya Kapoor},
title = {A Hierarchical Missing Value Imputation Method by Correlation-Based
K-Nearest Neighbors},
booktitle = {Intelligent Systems and Applications - Proceedings of the 2019 Intelligent
Systems Conference, IntelliSys 2019, London, UK, September 5-6, 2019,
Volume 1},
series = {Advances in Intelligent Systems and Computing},
volume = {1037},
pages = {486--496},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-29516-5\_38},
doi = {10.1007/978-3-030-29516-5\_38},
timestamp = {Tue, 27 Aug 2019 09:00:24 +0200},
biburl = {https://dblp.org/rec/conf/intellisys/LiuLZ19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isda/SmithCB19,
author = {Bevan I. Smith and
Charles Chimedza and
Jacoba H. B{\"{u}}hrmann},
editor = {Ajith Abraham and
Patrick Siarry and
Kun Ma and
Arturas Kaklauskas},
title = {Random Forest Missing Data Imputation Methods: Implications for Predicting
At-Risk Students},
booktitle = {Intelligent Systems Design and Applications - 19th International Conference
on Intelligent Systems Design and Applications {(ISDA} 2019), Auburn,
WA, USA, December 3-5, 2019},
series = {Advances in Intelligent Systems and Computing},
volume = {1181},
pages = {298--308},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-49342-4\_29},
doi = {10.1007/978-3-030-49342-4\_29},
timestamp = {Thu, 22 Feb 2024 09:42:25 +0100},
biburl = {https://dblp.org/rec/conf/isda/SmithCB19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isica/WuXH19,
author = {Pan Wu and
Lunhui Xu and
Zilin Huang},
editor = {Kangshun Li and
Wei Li and
Hui Wang and
Yong Liu},
title = {Imputation Methods Used in Missing Traffic Data: {A} Literature Review},
booktitle = {Artificial Intelligence Algorithms and Applications - 11th International
Symposium, {ISICA} 2019, Guangzhou, China, November 16-17, 2019, Revised
Selected Papers},
series = {Communications in Computer and Information Science},
volume = {1205},
pages = {662--677},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-981-15-5577-0\_53},
doi = {10.1007/978-981-15-5577-0\_53},
timestamp = {Sat, 29 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/isica/WuXH19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iske/LiLZBYT19,
author = {Daiwei Li and
Tianrui Li and
Haiqing Zhang and
Abdelaziz Bouras and
Xi Yu and
Dan Tang},
editor = {Li Zou and
Lingling Fang and
Bo Fu and
Panpan Niu},
title = {A Fitted Fuzzy-rough Method for Missing Data Imputation},
booktitle = {14th {IEEE} International Conference on Intelligent Systems and Knowledge
Engineering, {ISKE} 2019, Dalian, China, November 14-16, 2019},
pages = {74--81},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/ISKE47853.2019.9170381},
doi = {10.1109/ISKE47853.2019.9170381},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iske/LiLZBYT19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/lacci/PenaOO19,
author = {Mario Pe{\~{n}}a and
Patricia Ortega and
Marcos Orellana},
title = {A novel imputation method for missing values in air pollutant time
series data},
booktitle = {{IEEE} Latin American Conference on Computational Intelligence, {LA-CCI}
2019, Guayaquil, Ecuador, November 11-15, 2019},
pages = {1--6},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/LA-CCI47412.2019.9037053},
doi = {10.1109/LA-CCI47412.2019.9037053},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/lacci/PenaOO19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pci/KaranikolaK19,
author = {Aikaterini Karanikola and
Sotiris Kotsiantis},
editor = {Yannis Manolopoulos and
George Angelos Papadopoulos and
Athena Stassopoulou and
Ioanna Dionysiou and
Ioannis Kyriakides and
Nicolas Tsapatsoulis},
title = {A hybrid method for missing value imputation},
booktitle = {Proceedings of the 23rd Pan-Hellenic Conference on Informatics, {PCI}
2019, Nicosia, Cyprus, November 28-30, 2019},
pages = {74--79},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3368640.3368653},
doi = {10.1145/3368640.3368653},
timestamp = {Sun, 08 Dec 2019 13:58:41 +0100},
biburl = {https://dblp.org/rec/conf/pci/KaranikolaK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/scds/NoraziziD19,
author = {Nur Afiqah Ahmad Norazizi and
Sayang Mohd Deni},
editor = {Michael W. Berry and
Bee Wah Yap and
Azlinah Mohamed and
Mario K{\"{o}}ppen},
title = {Comparison of Artificial Neural Network {(ANN)} and Other Imputation
Methods in Estimating Missing Rainfall Data at Kuantan Station},
booktitle = {Soft Computing in Data Science - 5th International Conference, {SCDS}
2019, Iizuka, Japan, August 28-29, 2019, Proceedings},
series = {Communications in Computer and Information Science},
volume = {1100},
pages = {298--306},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-981-15-0399-3\_24},
doi = {10.1007/978-981-15-0399-3\_24},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/scds/NoraziziD19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/Al-HelaliCXZ19,
author = {Baligh Al{-}Helali and
Qi Chen and
Bing Xue and
Mengjie Zhang},
title = {A Genetic Programming-based Wrapper Imputation Method for Symbolic
Regression with Incomplete Data},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2019,
Xiamen, China, December 6-9, 2019},
pages = {2395--2402},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/SSCI44817.2019.9002861},
doi = {10.1109/SSCI44817.2019.9002861},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ssci/Al-HelaliCXZ19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/access/LuM18,
author = {Chengbo Lu and
Ying Mei},
title = {An Imputation Method for Missing Data Based on an Extreme Learning
Machine Auto-Encoder},
journal = {{IEEE} Access},
volume = {6},
pages = {52930--52935},
year = {2018},
url = {https://doi.org/10.1109/ACCESS.2018.2868729},
doi = {10.1109/ACCESS.2018.2868729},
timestamp = {Fri, 02 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/access/LuM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/biodatamining/ToFR18,
author = {Kimberly To and
Rebecca C. Fry and
David M. Reif},
title = {Characterizing the effects of missing data and evaluating imputation
methods for chemical prioritization applications using ToxPi},
journal = {BioData Min.},
volume = {11},
number = {1},
pages = {10:1--10:12},
year = {2018},
url = {https://doi.org/10.1186/s13040-018-0169-5},
doi = {10.1186/S13040-018-0169-5},
timestamp = {Wed, 01 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/biodatamining/ToFR18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bioinformatics/KimKKK18,
author = {Minjeong Kim and
Jai{-}Hoon Kim and
Kangseok Kim and
Sunshin Kim},
title = {Cost-effective and accurate method of measuring fetal fraction using
{SNP} imputation},
journal = {Bioinform.},
volume = {34},
number = {7},
pages = {1086--1091},
year = {2018},
url = {https://doi.org/10.1093/bioinformatics/btx728},
doi = {10.1093/BIOINFORMATICS/BTX728},
timestamp = {Mon, 02 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bioinformatics/KimKKK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/envsoft/WilliamsNBWM18,
author = {D. Alexandra Williams and
Benjamin Nelsen and
Candace Berrett and
Gustavious P. Williams and
Todd K. Moon},
title = {A comparison of data imputation methods using Bayesian compressive
sensing and Empirical Mode Decomposition for environmental temperature
data},
journal = {Environ. Model. Softw.},
volume = {102},
pages = {172--184},
year = {2018},
url = {https://doi.org/10.1016/j.envsoft.2018.01.012},
doi = {10.1016/J.ENVSOFT.2018.01.012},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/envsoft/WilliamsNBWM18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijghpc/XuLCL18,
author = {Jiang Xu and
Siqian Liu and
Zhikui Chen and
Yonglin Leng},
title = {A Hybrid Imputation Method Based on Denoising Restricted Boltzmann
Machine},
journal = {Int. J. Grid High Perform. Comput.},
volume = {10},
number = {2},
pages = {1--13},
year = {2018},
url = {https://doi.org/10.4018/IJGHPC.2018040101},
doi = {10.4018/IJGHPC.2018040101},
timestamp = {Thu, 16 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijghpc/XuLCL18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijossp/KakkarJBG18,
author = {Misha Kakkar and
Sarika Jain and
Abhay Bansal and
P. S. Grover},
title = {Combining Data Preprocessing Methods With Imputation Techniques for
Software Defect Prediction},
journal = {Int. J. Open Source Softw. Process.},
volume = {9},
number = {1},
pages = {1--19},
year = {2018},
url = {https://doi.org/10.4018/IJOSSP.2018010101},
doi = {10.4018/IJOSSP.2018010101},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijossp/KakkarJBG18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/js/ChenX18,
author = {Xiaobo Chen and
Yan Xiao},
title = {A Novel Method for Air Quality Data Imputation by Nuclear Norm Minimization},
journal = {J. Sensors},
volume = {2018},
pages = {7465026:1--7465026:11},
year = {2018},
url = {https://doi.org/10.1155/2018/7465026},
doi = {10.1155/2018/7465026},
timestamp = {Thu, 16 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/js/ChenX18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/prl/BokdeBMK18,
author = {Neeraj Bokde and
Marcus W. Beck and
Francisco Mart{\'{\i}}nez{-}{\'{A}}lvarez and
Kishore Kulat},
title = {A novel imputation methodology for time series based on pattern sequence
forecasting},
journal = {Pattern Recognit. Lett.},
volume = {116},
pages = {88--96},
year = {2018},
url = {https://doi.org/10.1016/j.patrec.2018.09.020},
doi = {10.1016/J.PATREC.2018.09.020},
timestamp = {Sat, 19 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/prl/BokdeBMK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/rjour/BeckBAK18,
author = {Marcus W. Beck and
Neeraj Bokde and
Gualberto Asencio{-}Cort{\'{e}}s and
Kishore Kulat},
title = {R Package imputeTestbench to Compare Imputation Methods for Univariate
Time Series},
journal = {R J.},
volume = {10},
number = {1},
pages = {218},
year = {2018},
url = {https://doi.org/10.32614/rj-2018-024},
doi = {10.32614/RJ-2018-024},
timestamp = {Sat, 19 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/rjour/BeckBAK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/acai2/QiaoRWZLL18,
author = {Lin Qiao and
Ran Ran and
He Wu and
Qiaoni Zhou and
Sai Liu and
Yunfei Liu},
title = {Imputation Method of Missing Values for Dissolved Gas Analysis Data
Based on Iterative {KNN} and XGBoost},
booktitle = {Proceedings of the 2018 International Conference on Algorithms, Computing
and Artificial Intelligence, {ACAI} 2018, Sanya, China, December 21-23,
2018},
pages = {11:1--11:7},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3302425.3302447},
doi = {10.1145/3302425.3302447},
timestamp = {Mon, 07 Mar 2022 09:34:30 +0100},
biburl = {https://dblp.org/rec/conf/acai2/QiaoRWZLL18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/alcob/WijayaLAHTN18,
author = {Ezra B. Wijaya and
Erwandy Lim and
David Agustriawan and
Chien{-}Hung Huang and
Jeffrey J. P. Tsai and
Ka{-}Lok Ng},
editor = {Jesper Jansson and
Carlos Mart{\'{\i}}n{-}Vide and
Miguel A. Vega{-}Rodr{\'{\i}}guez},
title = {Utilize Imputation Method and Meta-analysis to Identify DNA-Methylation-Mediated
microRNAs in Ovarian Cancer},
booktitle = {Algorithms for Computational Biology - 5th International Conference,
AlCoB 2018, Hong Kong, China, June 25-26, 2018, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {10849},
pages = {140--153},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-319-91938-6\_12},
doi = {10.1007/978-3-319-91938-6\_12},
timestamp = {Tue, 17 May 2022 11:54:28 +0200},
biburl = {https://dblp.org/rec/conf/alcob/WijayaLAHTN18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/asunam/KrauseHSS18,
author = {Robert W. Krause and
Mark Huisman and
Christian Steglich and
Tom A. B. Snijders},
editor = {Ulrik Brandes and
Chandan Reddy and
Andrea Tagarelli},
title = {Missing Network Data {A} Comparison of Different Imputation Methods},
booktitle = {{IEEE/ACM} 2018 International Conference on Advances in Social Networks
Analysis and Mining, {ASONAM} 2018, Barcelona, Spain, August 28-31,
2018},
pages = {159--163},
publisher = {{IEEE} Computer Society},
year = {2018},
url = {https://doi.org/10.1109/ASONAM.2018.8508716},
doi = {10.1109/ASONAM.2018.8508716},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/asunam/KrauseHSS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ausdm/NikfalazarYBK18,
author = {Sanaz Nikfalazar and
Chung{-}Hsing Yeh and
Susan E. Bedingfield and
Hadi Akbarzadeh Khorshidi},
editor = {Md. Rafiqul Islam and
Yun Sing Koh and
Yanchang Zhao and
Warwick Graco and
David Stirling and
Chang{-}Tsun Li and
Md Zahidul Islam},
title = {A Hybrid Missing Data Imputation Method for Constructing City Mobility
Indices},
booktitle = {Data Mining - 16th Australasian Conference, AusDM 2018, Bahrurst,
NSW, Australia, November 28-30, 2018, Revised Selected Papers},
series = {Communications in Computer and Information Science},
volume = {996},
pages = {135--148},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-981-13-6661-1\_11},
doi = {10.1007/978-981-13-6661-1\_11},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ausdm/NikfalazarYBK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/embc/NickersonBDBR18,
author = {Paul Nickerson and
Raheleh Baharloo and
Anis Davoudi and
Azra Bihorac and
Parisa Rashidi},
title = {Comparison of Gaussian Processes Methods to Linear methods for Imputation
of Sparse Physiological Time Series},
booktitle = {40th Annual International Conference of the {IEEE} Engineering in
Medicine and Biology Society, {EMBC} 2018, Honolulu, HI, USA, July
18-21, 2018},
pages = {4106--4109},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/EMBC.2018.8513303},
doi = {10.1109/EMBC.2018.8513303},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/embc/NickersonBDBR18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icmlc/JeaHT18,
author = {Kuen{-}Fang Jea and
Chih{-}Wei Hsu and
Li{-}You Tang},
title = {A Missing Data Imputation Method With Distance Function},
booktitle = {2018 International Conference on Machine Learning and Cybernetics,
{ICMLC} 2018, Chengdu, China, July 15-18, 2018},
pages = {450--455},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/ICMLC.2018.8526985},
doi = {10.1109/ICMLC.2018.8526985},
timestamp = {Wed, 16 Oct 2019 14:14:56 +0200},
biburl = {https://dblp.org/rec/conf/icmlc/JeaHT18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/micai/AlelhiBDA18,
author = {Rom{\'{a}}n{-}Flores Mariana Alelh{\'{\i}} and
Guillermo Santamar{\'{\i}}a Bonfil and
Lorena D{\'{\i}}az{-}Gonz{\'{a}}lez and
Gustavo Arroyo{-}Figueroa},
editor = {Ildar Z. Batyrshin and
Mar{\'{\i}}a de Lourdes Mart{\'{\i}}nez{-}Villase{\~{n}}or and
Hiram Ered{\'{\i}}n Ponce Espinosa},
title = {Single Imputation Methods Applied to a Global Geothermal Database},
booktitle = {Advances in Soft Computing - 17th Mexican International Conference
on Artificial Intelligence, {MICAI} 2018, Guadalajara, Mexico, October
22-27, 2018, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {11288},
pages = {183--194},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-030-04491-6\_14},
doi = {10.1007/978-3-030-04491-6\_14},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/micai/AlelhiBDA18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/aai/GhorbaniD17,
author = {Soroosh Ghorbani and
Michel C. Desmarais},
title = {Performance Comparison of Recent Imputation Methods for Classification
Tasks over Binary Data},
journal = {Appl. Artif. Intell.},
volume = {31},
number = {1},
pages = {1--22},
year = {2017},
url = {https://doi.org/10.1080/08839514.2017.1279046},
doi = {10.1080/08839514.2017.1279046},
timestamp = {Tue, 25 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/aai/GhorbaniD17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cin/YangCC17,
author = {Jun{-}He Yang and
Ching{-}Hsue Cheng and
Chia{-}Pang Chan},
title = {A Time-Series Water Level Forecasting Model Based on Imputation and
Variable Selection Method},
journal = {Comput. Intell. Neurosci.},
volume = {2017},
pages = {8734214:1--8734214:11},
year = {2017},
url = {https://doi.org/10.1155/2017/8734214},
doi = {10.1155/2017/8734214},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cin/YangCC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cssc/CugnataS17,
author = {Federica Cugnata and
Silvia Salini},
title = {Comparison of alternative imputation methods for ordinal data},
journal = {Commun. Stat. Simul. Comput.},
volume = {46},
number = {1},
pages = {315--330},
year = {2017},
url = {https://doi.org/10.1080/03610918.2014.963611},
doi = {10.1080/03610918.2014.963611},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cssc/CugnataS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cssc/ZhangLCYZB17,
author = {Xiao Zhang and
Quanlin Li and
Karen Cropsey and
Xiaowei Yang and
Kui Zhang and
Thomas R. Belin},
title = {A multiple imputation method for incomplete correlated ordinal data
using multivariate probit models},
journal = {Commun. Stat. Simul. Comput.},
volume = {46},
number = {3},
pages = {2360--2375},
year = {2017},
url = {https://doi.org/10.1080/03610918.2015.1043388},
doi = {10.1080/03610918.2015.1043388},
timestamp = {Sun, 10 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cssc/ZhangLCYZB17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/data/LiuG17,
author = {Yuzhe Liu and
Vanathi Gopalakrishnan},
title = {An Overview and Evaluation of Recent Machine Learning Imputation Methods
Using Cardiac Imaging Data},
journal = {Data},
volume = {2},
number = {1},
pages = {8},
year = {2017},
url = {https://doi.org/10.3390/data2010008},
doi = {10.3390/DATA2010008},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/data/LiuG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/GarciarenaS17,
author = {Unai Garciarena and
Roberto Santana},
title = {An extensive analysis of the interaction between missing data types,
imputation methods, and supervised classifiers},
journal = {Expert Syst. Appl.},
volume = {89},
pages = {52--65},
year = {2017},
url = {https://doi.org/10.1016/j.eswa.2017.07.026},
doi = {10.1016/J.ESWA.2017.07.026},
timestamp = {Wed, 12 Apr 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/GarciarenaS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/gpb/AghdamBKA17,
author = {Rosa Aghdam and
Taban Baghfalaki and
Pegah Khosravi and
Elnaz Saberi Ansari},
title = {The Ability of Different Imputation Methods to Preserve the Significant
Genes and Pathways in Cancer},
journal = {Genom. Proteom. Bioinform.},
volume = {15},
number = {6},
pages = {396--404},
year = {2017},
url = {https://doi.org/10.1016/j.gpb.2017.08.003},
doi = {10.1016/J.GPB.2017.08.003},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/gpb/AghdamBKA17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jmlr/BertsimasPZ17,
author = {Dimitris Bertsimas and
Colin Pawlowski and
Ying Daisy Zhuo},
title = {From Predictive Methods to Missing Data Imputation: An Optimization
Approach},
journal = {J. Mach. Learn. Res.},
volume = {18},
pages = {196:1--196:39},
year = {2017},
url = {https://jmlr.org/papers/v18/17-073.html},
timestamp = {Wed, 11 Sep 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jmlr/BertsimasPZ17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jsjkx/ChenC17,
author = {Jingjie Chen and
Jie Che},
title = {{\unicode{22522}}{\unicode{20110}}{\unicode{26631}}{\unicode{20934}}{\unicode{27431}}{\unicode{27663}}{\unicode{36317}}{\unicode{31163}}{\unicode{30340}}{\unicode{29123}}{\unicode{27833}}{\unicode{27969}}{\unicode{37327}}{\unicode{32570}}{\unicode{22833}}{\unicode{25968}}{\unicode{25454}}{\unicode{22635}}{\unicode{34917}}{\unicode{31639}}{\unicode{27861}}
(Fuel Flow Missing-value Imputation Method Based on Standardized Euclidean
Distance)},
journal = {{\unicode{35745}}{\unicode{31639}}{\unicode{26426}}{\unicode{31185}}{\unicode{23398}}},
volume = {44},
number = {{Z6}},
pages = {109--111},
year = {2017},
url = {https://doi.org/10.11896/j.issn.1002-137X.2017.6A.023},
doi = {10.11896/J.ISSN.1002-137X.2017.6A.023},
timestamp = {Tue, 24 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jsjkx/ChenC17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/masa/KimLK17,
author = {Jong{-}Min Kim and
Kee{-}Jae Lee and
Wonkuk Kim},
title = {Variance estimation by multivariate imputation methods in complex
survey designs},
journal = {Model. Assist. Stat. Appl.},
volume = {12},
number = {3},
pages = {195--207},
year = {2017},
url = {https://doi.org/10.3233/MAS-170394},
doi = {10.3233/MAS-170394},
timestamp = {Fri, 11 Nov 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/masa/KimLK17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/puc/ShaoMS17,
author = {Jia Shao and
Wei Meng and
Guodong Sun},
title = {Evaluation of missing value imputation methods for wireless soil datasets},
journal = {Pers. Ubiquitous Comput.},
volume = {21},
number = {1},
pages = {113--123},
year = {2017},
url = {https://doi.org/10.1007/s00779-016-0978-9},
doi = {10.1007/S00779-016-0978-9},
timestamp = {Thu, 09 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/puc/ShaoMS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/LensingVKBMB17,
author = {Julia Lensing and
Ketki Vilankar and
Hyojung Kang and
Donald E. Brown and
Amy Mathers and
Laura E. Barnes},
title = {Environmental Reservoirs of Nosocomial Infection: Imputation Methods
for Linking Clinical and Environmental Microbiological Data to Understand
Infection Transmission},
booktitle = {{AMIA} 2017, American Medical Informatics Association Annual Symposium,
Washington, DC, USA, November 4-8, 2017},
publisher = {{AMIA}},
year = {2017},
url = {https://knowledge.amia.org/65881-amiab-1.4254737/t003-1.4258387/f003-1.4258388/2729146-1.4258647/2730041-1.4258644},
timestamp = {Wed, 17 Apr 2024 11:47:24 +0200},
biburl = {https://dblp.org/rec/conf/amia/LensingVKBMB17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/healthcom/ZengXLL17,
author = {Dan Zeng and
Dan Xie and
Ran Liu and
Xiaodong Li},
title = {Missing value imputation methods for {TCM} medical data and its effect
in the classifier accuracy},
booktitle = {19th {IEEE} International Conference on e-Health Networking, Applications
and Services, Healthcom 2017, Dalian, China, October 12-15, 2017},
pages = {1--4},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/HealthCom.2017.8210844},
doi = {10.1109/HEALTHCOM.2017.8210844},
timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
biburl = {https://dblp.org/rec/conf/healthcom/ZengXLL17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ieaaie/HarizKZ17,
author = {Nassima Ben Hariz and
Hela Khoufi and
Ezzeddine Zagrouba},
editor = {Salem Benferhat and
Karim Tabia and
Moonis Ali},
title = {On Combining Imputation Methods for Handling Missing Data},
booktitle = {Advances in Artificial Intelligence: From Theory to Practice - 30th
International Conference on Industrial Engineering and Other Applications
of Applied Intelligent Systems, {IEA/AIE} 2017, Arras, France, June
27-30, 2017, Proceedings, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {10350},
pages = {171--181},
publisher = {Springer},
year = {2017},
url = {https://doi.org/10.1007/978-3-319-60042-0\_20},
doi = {10.1007/978-3-319-60042-0\_20},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ieaaie/HarizKZ17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1710-06900,
author = {Feras A. Saad and
Vikash K. Mansinghka},
title = {A Bayesian Nonparametric Method for Clustering Imputation, and Forecasting
in Multivariate Time Series},
journal = {CoRR},
volume = {abs/1710.06900},
year = {2017},
url = {http://arxiv.org/abs/1710.06900},
eprinttype = {arXiv},
eprint = {1710.06900},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1710-06900.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/LinZLXDW16,
author = {Dongdong Lin and
Ji{-}Gang Zhang and
Jingyao Li and
Chao Xu and
Hong{-}Wen Deng and
Yu{-}Ping Wang},
title = {An integrative imputation method based on multi-omics datasets},
journal = {{BMC} Bioinform.},
volume = {17},
pages = {247},
year = {2016},
url = {https://doi.org/10.1186/s12859-016-1122-6},
doi = {10.1186/S12859-016-1122-6},
timestamp = {Sun, 15 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bmcbi/LinZLXDW16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/XavierMR16,
author = {Alencar Xavier and
William M. Muir and
Katy Martin Rainey},
title = {Impact of imputation methods on the amount of genetic variation captured
by a single-nucleotide polymorphism panel in soybeans},
journal = {{BMC} Bioinform.},
volume = {17},
pages = {55},
year = {2016},
url = {https://doi.org/10.1186/s12859-016-0899-7},
doi = {10.1186/S12859-016-0899-7},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bmcbi/XavierMR16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cbm/ChenWDQLAJ16,
author = {Ye Chen and
Aiguo Wang and
Huitong Ding and
Xia Que and
Yabo Li and
Ning An and
Lili Jiang},
title = {A global learning with local preservation method for microarray data
imputation},
journal = {Comput. Biol. Medicine},
volume = {77},
pages = {76--89},
year = {2016},
url = {https://doi.org/10.1016/j.compbiomed.2016.08.005},
doi = {10.1016/J.COMPBIOMED.2016.08.005},
timestamp = {Thu, 27 Jun 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cbm/ChenWDQLAJ16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eor/ZhangA16,
author = {Juheng Zhang and
Haldun Aytug},
title = {Comparison of imputation methods for discriminant analysis with strategically
hidden data},
journal = {Eur. J. Oper. Res.},
volume = {255},
number = {2},
pages = {522--530},
year = {2016},
url = {https://doi.org/10.1016/j.ejor.2016.05.052},
doi = {10.1016/J.EJOR.2016.05.052},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eor/ZhangA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/BertiniNZ16,
author = {Jo{\~{a}}o Roberto Bertini Jr. and
Maria do Carmo Nicoletti and
Liang Zhao},
title = {An embedded imputation method via Attribute-based Decision Graphs},
journal = {Expert Syst. Appl.},
volume = {57},
pages = {159--177},
year = {2016},
url = {https://doi.org/10.1016/j.eswa.2016.03.027},
doi = {10.1016/J.ESWA.2016.03.027},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/BertiniNZ16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/SimKL16,
author = {Jae Mun Sim and
Ohbyung Kwon and
Kun Chang Lee},
title = {Adaptive pairing of classifier and imputation methods based on the
characteristics of missing values in data sets},
journal = {Expert Syst. Appl.},
volume = {46},
pages = {485--493},
year = {2016},
url = {https://doi.org/10.1016/j.eswa.2015.11.004},
doi = {10.1016/J.ESWA.2015.11.004},
timestamp = {Mon, 06 Nov 2017 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/eswa/SimKL16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/AmiriJ16,
author = {Mehran Amiri and
Richard Jensen},
title = {Missing data imputation using fuzzy-rough methods},
journal = {Neurocomputing},
volume = {205},
pages = {152--164},
year = {2016},
url = {https://doi.org/10.1016/j.neucom.2016.04.015},
doi = {10.1016/J.NEUCOM.2016.04.015},
timestamp = {Sat, 16 Sep 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/AmiriJ16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jois/PurwarS16,
author = {Archana Purwar and
Sandeep Kumar Singh},
title = {{DBSCANI:} Noise-Resistant Method for Missing Value Imputation},
journal = {J. Intell. Syst.},
volume = {25},
number = {3},
pages = {431--440},
year = {2016},
url = {https://doi.org/10.1515/jisys-2014-0172},
doi = {10.1515/JISYS-2014-0172},
timestamp = {Wed, 17 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jois/PurwarS16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/socnet/WangBHJL16,
author = {Cheng Wang and
Carter T. Butts and
John R. Hipp and
Rupa Jose and
Cynthia M. Lakon},
title = {Multiple imputation for missing edge data: {A} predictive evaluation
method with application to Add Health},
journal = {Soc. Networks},
volume = {45},
pages = {89--98},
year = {2016},
url = {https://doi.org/10.1016/j.socnet.2015.12.003},
doi = {10.1016/J.SOCNET.2015.12.003},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/socnet/WangBHJL16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tits/TakWY16,
author = {Sehyun Tak and
Soomin Woo and
Hwasoo Yeo},
title = {Data-Driven Imputation Method for Traffic Data in Sectional Units
of Road Links},
journal = {{IEEE} Trans. Intell. Transp. Syst.},
volume = {17},
number = {6},
pages = {1762--1771},
year = {2016},
url = {https://doi.org/10.1109/TITS.2016.2530312},
doi = {10.1109/TITS.2016.2530312},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/tits/TakWY16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cse/BashirW16,
author = {Faraj A. A. Bashir and
Hua{-}Liang Wei},
title = {Handling Missing Data in Multivariate Time Series Using a Vector Autoregressive
Model Based Imputation {(VAR-IM)} Algorithm. Part {II:} {VAR-IM} Algorithm
Versus Modern Methods},
booktitle = {2016 {IEEE} Intl Conference on Computational Science and Engineering,
{CSE} 2016, and {IEEE} Intl Conference on Embedded and Ubiquitous
Computing, {EUC} 2016, and 15th Intl Symposium on Distributed Computing
and Applications for Business Engineering, {DCABES} 2016, Paris, France,
August 24-26, 2016},
pages = {459--463},
publisher = {{IEEE} Computer Society},
year = {2016},
url = {https://doi.org/10.1109/CSE-EUC-DCABES.2016.224},
doi = {10.1109/CSE-EUC-DCABES.2016.224},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cse/BashirW16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dcai/LimMCDCOCSZRIY16,
author = {Sin Yi Lim and
Mohd Saberi Mohamad and
Lian En Chai and
Safaai Deris and
Weng Howe Chan and
Sigeru Omatu and
Juan Manuel Corchado and
Muhammad Farhan Sjaugi and
Muhammad Mahfuz Zainuddin and
Gopinathaan Rajamohan and
Zuwairie Ibrahim and
Zulkifli Md. Yusof},
editor = {Sigeru Omatu and
Ali Selamat and
Grzegorz Bocewicz and
Pawel Sitek and
Izabela Ewa Nielsen and
Juli{\'{a}}n Alberto Garc{\'{\i}}a{-}Garc{\'{\i}}a and
Javier Bajo},
title = {Investigation of the Effects of Imputation Methods for Gene Regulatory
Networks Modelling Using Dynamic Bayesian Networks},
booktitle = {Distributed Computing and Artificial Intelligence, 13th International
Conference, {DCAI} 2016, Sevilla, Spain, 1-3 June, 2016},
series = {Advances in Intelligent Systems and Computing},
volume = {474},
pages = {413--421},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-40162-1\_45},
doi = {10.1007/978-3-319-40162-1\_45},
timestamp = {Tue, 15 Nov 2022 15:22:37 +0100},
biburl = {https://dblp.org/rec/conf/dcai/LimMCDCOCSZRIY16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dis/GalvaoM16,
author = {Leandro Galv{\~{a}}o and
Luiz H. C. Merschmann},
editor = {Toon Calders and
Michelangelo Ceci and
Donato Malerba},
title = {{HSIM:} {A} Supervised Imputation Method for Hierarchical Classification
Scenario},
booktitle = {Discovery Science - 19th International Conference, {DS} 2016, Bari,
Italy, October 19-21, 2016, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {9956},
pages = {134--148},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-46307-0\_9},
doi = {10.1007/978-3-319-46307-0\_9},
timestamp = {Tue, 18 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dis/GalvaoM16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eurogp/TranZA16,
author = {Cao Truong Tran and
Mengjie Zhang and
Peter Andreae},
editor = {Malcolm I. Heywood and
James McDermott and
Mauro Castelli and
Ernesto Costa and
Kevin Sim},
title = {A Genetic Programming-Based Imputation Method for Classification with
Missing Data},
booktitle = {Genetic Programming - 19th European Conference, EuroGP 2016, Porto,
Portugal, March 30 - April 1, 2016, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {9594},
pages = {149--163},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-30668-1\_10},
doi = {10.1007/978-3-319-30668-1\_10},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/eurogp/TranZA16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/intellisys/KhaldyK16,
author = {Mohammad Al Khaldy and
Chandrasekhar Kambhampati},
editor = {Yaxin Bi and
Supriya Kapoor and
Rahul Bhatia},
title = {Performance Analysis of Various Missing Value Imputation Methods on
Heart Failure Dataset},
booktitle = {Proceedings of {SAI} Intelligent Systems Conference (IntelliSys) 2016
- Volume 2, London, UK, 21-22 September 2016},
series = {Lecture Notes in Networks and Systems},
volume = {16},
pages = {415--425},
publisher = {Springer},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-56991-8\_31},
doi = {10.1007/978-3-319-56991-8\_31},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/intellisys/KhaldyK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/med/BashirW16,
author = {Faraj A. A. Bashir and
Hua{-}Liang Wei},
title = {Handling missing data in multivariate time series using a vector autoregressive
model based imputation {(VAR-IM)} algorithm: Part {I:} {VAR-IM} algorithm
versus traditional methods},
booktitle = {24th Mediterranean Conference on Control and Automation, {MED} 2016,
Athens, Greece, June 21-24, 2016},
pages = {611--616},
publisher = {{IEEE}},
year = {2016},
url = {https://doi.org/10.1109/MED.2016.7535976},
doi = {10.1109/MED.2016.7535976},
timestamp = {Wed, 16 Oct 2019 14:14:56 +0200},
biburl = {https://dblp.org/rec/conf/med/BashirW16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/BokdeK16,
author = {Neeraj Bokde and
Kishore Kulat},
title = {R package imputeTestbench as a Testbench to compare missing value
imputation methods},
journal = {CoRR},
volume = {abs/1608.00476},
year = {2016},
url = {http://arxiv.org/abs/1608.00476},
eprinttype = {arXiv},
eprint = {1608.00476},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/BokdeK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/SoutoJC15,
author = {Marc{\'{\i}}lio Carlos Pereira de Souto and
Pablo A. Jaskowiak and
Ivan G. Costa},
title = {Impact of missing data imputation methods on gene expression clustering
and classification},
journal = {{BMC} Bioinform.},
volume = {16},
pages = {64:1--64:9},
year = {2015},
url = {https://doi.org/10.1186/s12859-015-0494-3},
doi = {10.1186/S12859-015-0494-3},
timestamp = {Sun, 15 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bmcbi/SoutoJC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cin/RanTFLW15,
author = {Bin Ran and
Huachun Tan and
Jianshuai Feng and
Ying Liu and
Wuhong Wang},
title = {Traffic Speed Data Imputation Method Based on Tensor Completion},
journal = {Comput. Intell. Neurosci.},
volume = {2015},
pages = {364089:1--364089:9},
year = {2015},
url = {https://doi.org/10.1155/2015/364089},
doi = {10.1155/2015/364089},
timestamp = {Thu, 12 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cin/RanTFLW15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/TutzR15,
author = {Gerhard Tutz and
Shahla Ramzan},
title = {Improved methods for the imputation of missing data by nearest neighbor
methods},
journal = {Comput. Stat. Data Anal.},
volume = {90},
pages = {84--99},
year = {2015},
url = {https://doi.org/10.1016/j.csda.2015.04.009},
doi = {10.1016/J.CSDA.2015.04.009},
timestamp = {Wed, 09 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/TutzR15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cssc/DonneauMMA15,
author = {Anne{-}Fran{\c{c}}oise Donneau and
Murielle Mauer and
Geert Molenberghs and
Adelin Albert},
title = {A Simulation Study Comparing Multiple Imputation Methods for Incomplete
Longitudinal Ordinal Data},
journal = {Commun. Stat. Simul. Comput.},
volume = {44},
number = {5},
pages = {1311--1338},
year = {2015},
url = {https://doi.org/10.1080/03610918.2013.818690},
doi = {10.1080/03610918.2013.818690},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cssc/DonneauMMA15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eaai/RanjbarMAJ15,
author = {Manizheh Ranjbar and
Parham Moradi and
Mostafa Azami and
Mahdi Jalili},
title = {An imputation-based matrix factorization method for improving accuracy
of collaborative filtering systems},
journal = {Eng. Appl. Artif. Intell.},
volume = {46},
pages = {58--66},
year = {2015},
url = {https://doi.org/10.1016/j.engappai.2015.08.010},
doi = {10.1016/J.ENGAPPAI.2015.08.010},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/eaai/RanjbarMAJ15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijdats/AlkanAAT15,
author = {B. Baris Alkan and
Nesrin Alkan and
Cemal Atakan and
Yuksel Terzi},
title = {Use of biplot technique for the comparison of the missing value imputation
methods},
journal = {Int. J. Data Anal. Tech. Strateg.},
volume = {7},
number = {3},
pages = {217--230},
year = {2015},
url = {https://doi.org/10.1504/IJDATS.2015.071367},
doi = {10.1504/IJDATS.2015.071367},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/ijdats/AlkanAAT15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sma/LascioGR15,
author = {F. Marta L. Di Lascio and
Simone Giannerini and
Alessandra Reale},
title = {Exploring copulas for the imputation of complex dependent data},
journal = {Stat. Methods Appl.},
volume = {24},
number = {1},
pages = {159--175},
year = {2015},
url = {https://doi.org/10.1007/s10260-014-0287-2},
doi = {10.1007/S10260-014-0287-2},
timestamp = {Mon, 25 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sma/LascioGR15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/IEEEcit/ChenLJXC15,
author = {Zhikui Chen and
Siqian Liu and
Kunyou Jiang and
Han Xu and
Xinru Cheng},
editor = {Yulei Wu and
Geyong Min and
Nektarios Georgalas and
Jia Hu and
Luigi Atzori and
Xiaolong Jin and
Stephen A. Jarvis and
Lei (Chris) Liu and
Ram{\'{o}}n Ag{\"{u}}ero Calvo},
title = {A Data Imputation Method Based on Deep Belief Network},
booktitle = {15th {IEEE} International Conference on Computer and Information Technology,
{CIT} 2015; 14th {IEEE} International Conference on Ubiquitous Computing
and Communications, {IUCC} 2015; 13th {IEEE} International Conference
on Dependable, Autonomic and Secure Computing, {DASC} 2015; 13th {IEEE}
International Conference on Pervasive Intelligence and Computing,
PICom 2015, Liverpool, United Kingdom, October 26-28, 2015},
pages = {1238--1243},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/CIT/IUCC/DASC/PICOM.2015.184},
doi = {10.1109/CIT/IUCC/DASC/PICOM.2015.184},
timestamp = {Thu, 22 Oct 2020 17:33:50 +0200},
biburl = {https://dblp.org/rec/conf/IEEEcit/ChenLJXC15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/OngSK15,
author = {Toan C. Ong and
Lisa M. Schilling and
Michael G. Kahn},
title = {Comparing Weight Redistribution and Distance Imputation Methods for
Missing Data in Clear-text and Encrypted Record Linkage},
booktitle = {{AMIA} 2015, American Medical Informatics Association Annual Symposium,
San Francisco, CA, USA, November 14-18, 2015},
publisher = {{AMIA}},
year = {2015},
url = {https://knowledge.amia.org/59310-amia-1.2741865/t001-1.2745946/f001-1.2745947/2235157-1.2746029/2248830-1.2746026},
timestamp = {Wed, 17 Apr 2024 11:47:40 +0200},
biburl = {https://dblp.org/rec/conf/amia/OngSK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/amia/StrandbergB15,
author = {Erika Strandberg and
Mohsen Bayati},
title = {Matrix Completion Methods and Imputation for EMR-Based Prediction},
booktitle = {{AMIA} 2015, American Medical Informatics Association Annual Symposium,
San Francisco, CA, USA, November 14-18, 2015},
publisher = {{AMIA}},
year = {2015},
url = {https://knowledge.amia.org/59310-amia-1.2741865/t005-1.2744350/f005-1.2744351/2248454-1.2744514/2249171-1.2744511},
timestamp = {Wed, 17 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/amia/StrandbergB15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bibm/JohnsonBO15,
author = {Eamon Johnson and
W. Christopher Baughman and
Gultekin {\"{O}}zsoyoglu},
editor = {Jun Huan and
Satoru Miyano and
Amarda Shehu and
Xiaohua Tony Hu and
Bin Ma and
Sanguthevar Rajasekaran and
Vijay K. Gombar and
Matthieu{-}P. Schapranow and
Illhoi Yoo and
Jiayu Zhou and
Brian Chen and
Vinay Pai and
Brian G. Pierce},
title = {A method for imputation of semantic class in diagnostic radiology
text},
booktitle = {2015 {IEEE} International Conference on Bioinformatics and Biomedicine,
{BIBM} 2015, Washington, DC, USA, November 9-12, 2015},
pages = {750--755},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/BIBM.2015.7359780},
doi = {10.1109/BIBM.2015.7359780},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/bibm/JohnsonBO15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/LobatoTAS15,
author = {F{\'{a}}bio Manoel Fran{\c{c}}a Lobato and
Vincent W. Tadaiesky and
Igor Meireles de Ara{\'{u}}jo and
{\'{A}}damo L. de Santana},
editor = {Sara Silva and
Anna Isabel Esparcia{-}Alc{\'{a}}zar},
title = {An Evolutionary Missing Data Imputation Method for Pattern Classification},
booktitle = {Genetic and Evolutionary Computation Conference, {GECCO} 2015, Madrid,
Spain, July 11-15, 2015, Companion Material Proceedings},
pages = {1013--1019},
publisher = {{ACM}},
year = {2015},
url = {https://doi.org/10.1145/2739482.2768451},
doi = {10.1145/2739482.2768451},
timestamp = {Fri, 09 Apr 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/gecco/LobatoTAS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hpcc/ZhaoCYH15,
author = {Liang Zhao and
Zhikui Chen and
Zhennan Yang and
Yueming Hu},
title = {A Hybrid Method for Incomplete Data Imputation},
booktitle = {17th {IEEE} International Conference on High Performance Computing
and Communications, {HPCC} 2015, 7th {IEEE} International Symposium
on Cyberspace Safety and Security, {CSS} 2015, and 12th {IEEE} International
Conference on Embedded Software and Systems, {ICESS} 2015, New York,
NY, USA, August 24-26, 2015},
pages = {1725--1730},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/HPCC-CSS-ICESS.2015.103},
doi = {10.1109/HPCC-CSS-ICESS.2015.103},
timestamp = {Mon, 20 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/hpcc/ZhaoCYH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccci/OrczykP15,
author = {Tomasz Orczyk and
Piotr Porwik},
editor = {Manuel N{\'{u}}{\~{n}}ez and
Ngoc Thanh Nguyen and
David Camacho and
Bogdan Trawinski},
title = {Investigation of the Impact of Missing Value Imputation Methods on
the k-NN Classification Accuracy},
booktitle = {Computational Collective Intelligence - 7th International Conference,
{ICCCI} 2015, Madrid, Spain, September 21-23, 2015, Proceedings, Part
{II}},
series = {Lecture Notes in Computer Science},
volume = {9330},
pages = {557--565},
publisher = {Springer},
year = {2015},
url = {https://doi.org/10.1007/978-3-319-24306-1\_54},
doi = {10.1007/978-3-319-24306-1\_54},
timestamp = {Thu, 16 Mar 2023 20:00:30 +0100},
biburl = {https://dblp.org/rec/conf/iccci/OrczykP15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/MoritzSBZS15,
author = {Steffen Moritz and
Alexis Sard{\'{a}} and
Thomas Bartz{-}Beielstein and
Martin Zaefferer and
J{\"{o}}rg Stork},
title = {Comparison of different Methods for Univariate Time Series Imputation
in {R}},
journal = {CoRR},
volume = {abs/1510.03924},
year = {2015},
url = {http://arxiv.org/abs/1510.03924},
eprinttype = {arXiv},
eprint = {1510.03924},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/MoritzSBZS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/RaviK14,
author = {Vadlamani Ravi and
Mannepalli Krishna},
title = {A new online data imputation method based on general regression auto
associative neural network},
journal = {Neurocomputing},
volume = {138},
pages = {106--113},
year = {2014},
url = {https://doi.org/10.1016/j.neucom.2014.02.037},
doi = {10.1016/J.NEUCOM.2014.02.037},
timestamp = {Sat, 20 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/RaviK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/grc/LinYC14,
author = {Ting{-}Ru Lin and
Ching{-}Jung Yang and
I{-}Jen Chiang},
title = {Improvement of prognostic models for {ESRD} mortality by the bootstrap
method with random hot deck imputation},
booktitle = {2014 {IEEE} International Conference on Granular Computing, GrC 2014,
Noboribetsu, Japan, October 22-24, 2014},
pages = {166--169},
publisher = {{IEEE} Computer Society},
year = {2014},
url = {https://doi.org/10.1109/GRC.2014.6982828},
doi = {10.1109/GRC.2014.6982828},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/grc/LinYC14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ica3pp/WanDW14,
author = {XueJin Wan and
Yong Du and
Jiong Wang},
editor = {Xian{-}He Sun and
Wenyu Qu and
Ivan Stojmenovic and
Wanlei Zhou and
Zhiyang Li and
Hua Guo and
Geyong Min and
Tingting Yang and
Yulei Wu and
Lei (Chris) Liu},
title = {{RD-PCA:} {A} Traffic Condition Data Imputation Method Based on Robust
Distance},
booktitle = {Algorithms and Architectures for Parallel Processing - 14th International
Conference, {ICA3PP} 2014, Dalian, China, August 24-27, 2014. Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {8630},
pages = {242--254},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-11197-1\_19},
doi = {10.1007/978-3-319-11197-1\_19},
timestamp = {Fri, 22 Apr 2022 17:07:03 +0200},
biburl = {https://dblp.org/rec/conf/ica3pp/WanDW14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pricai/DebLO14,
author = {Rupam Deb and
Alan Wee{-}Chung Liew and
Erwin Oh},
editor = {Duc Nghia Pham and
Seong{-}Bae Park},
title = {A Correlation Based Imputation Method for Incomplete Traffic Accident
Data},
booktitle = {{PRICAI} 2014: Trends in Artificial Intelligence - 13th Pacific Rim
International Conference on Artificial Intelligence, Gold Coast, QLD,
Australia, December 1-5, 2014. Proceedings},
series = {Lecture Notes in Computer Science},
volume = {8862},
pages = {905--912},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-13560-1\_77},
doi = {10.1007/978-3-319-13560-1\_77},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pricai/DebLO14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/softcomp/PoloczekTK14,
author = {Jendrik Poloczek and
Nils Andr{\'{e}} Treiber and
Oliver Kramer},
editor = {Jos{\'{e}} Gaviria de la Puerta and
Iv{\'{a}}n Garc{\'{\i}}a{-}Ferreira and
Pablo Garc{\'{\i}}a Bringas and
Fanny Klett and
Ajith Abraham and
Andr{\'{e}} C. P. L. F. de Carvalho and
{\'{A}}lvaro Herrero and
Bruno Baruque and
H{\'{e}}ctor Quinti{\'{a}}n and
Emilio Corchado},
title = {{KNN} Regression as Geo-Imputation Method for Spatio-Temporal Wind
Data},
booktitle = {International Joint Conference SOCO'14-CISIS'14-ICEUTE'14 - Bilbao,
Spain, June 25th-27th, 2014, Proceedings},
series = {Advances in Intelligent Systems and Computing},
volume = {299},
pages = {185--193},
publisher = {Springer},
year = {2014},
url = {https://doi.org/10.1007/978-3-319-07995-0\_19},
doi = {10.1007/978-3-319-07995-0\_19},
timestamp = {Fri, 12 Aug 2022 13:44:55 +0200},
biburl = {https://dblp.org/rec/conf/softcomp/PoloczekTK14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcsb/WangCWW13,
author = {Hsiuying Wang and
Chia{-}Chun Chiu and
Yi{-}Ching Wu and
Wei{-}Sheng Wu},
title = {Shrinkage regression-based methods for microarray missing value imputation},
journal = {{BMC} Syst. Biol.},
volume = {7},
number = {{S-6}},
pages = {S11},
year = {2013},
url = {https://doi.org/10.1186/1752-0509-7-S6-S11},
doi = {10.1186/1752-0509-7-S6-S11},
timestamp = {Tue, 05 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bmcsb/WangCWW13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csl/KeronenKRBGP13,
author = {Sami Keronen and
Heikki Kallasjoki and
Ulpu Remes and
Guy J. Brown and
Jort F. Gemmeke and
Kalle J. Palom{\"{a}}ki},
title = {Mask estimation and imputation methods for missing data speech recognition
in a multisource reverberant environment},
journal = {Comput. Speech Lang.},
volume = {27},
number = {3},
pages = {798--819},
year = {2013},
url = {https://doi.org/10.1016/j.csl.2012.06.005},
doi = {10.1016/J.CSL.2012.06.005},
timestamp = {Thu, 20 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csl/KeronenKRBGP13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/AydilekA13,
author = {Ibrahim Berkan Aydilek and
Ahmet Arslan},
title = {A hybrid method for imputation of missing values using optimized fuzzy
c-means with support vector regression and a genetic algorithm},
journal = {Inf. Sci.},
volume = {233},
pages = {25--35},
year = {2013},
url = {https://doi.org/10.1016/j.ins.2013.01.021},
doi = {10.1016/J.INS.2013.01.021},
timestamp = {Fri, 08 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/isci/AydilekA13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jips/NishanthR13,
author = {Kancherla Jonah Nishanth and
Vadlamani Ravi},
title = {A Computational Intelligence Based Online Data Imputation Method:
An Application For Banking},
journal = {J. Inf. Process. Syst.},
volume = {9},
number = {4},
pages = {633--650},
year = {2013},
url = {https://doi.org/10.3745/JIPS.2013.9.4.633},
doi = {10.3745/JIPS.2013.9.4.633},
timestamp = {Tue, 16 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jips/NishanthR13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jsta/SinghMPH13,
author = {G. N. Singh and
D. Majhi and
Shakti Prasad and
F. Homa},
title = {Assessment of Non-Response under Ratio Method of Imputation in Two-
Occasion Successive Sampling},
journal = {J. Stat. Theory Appl.},
volume = {12},
number = {4},
pages = {403--418},
year = {2013},
url = {https://doi.org/10.2991/jsta.2013.12.4.7},
doi = {10.2991/JSTA.2013.12.4.7},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jsta/SinghMPH13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/adma/RahmanI13,
author = {Md. Geaur Rahman and
Md Zahidul Islam},
editor = {Hiroshi Motoda and
Zhaohui Wu and
Longbing Cao and
Osmar R. Za{\"{\i}}ane and
Min Yao and
Wei Wang},
title = {kDMI: {A} Novel Method for Missing Values Imputation Using Two Levels
of Horizontal Partitioning in a Data set},
booktitle = {Advanced Data Mining and Applications - 9th International Conference,
{ADMA} 2013, Hangzhou, China, December 14-16, 2013, Proceedings, Part
{II}},
series = {Lecture Notes in Computer Science},
volume = {8347},
pages = {250--263},
publisher = {Springer},
year = {2013},
url = {https://doi.org/10.1007/978-3-642-53917-6\_23},
doi = {10.1007/978-3-642-53917-6\_23},
timestamp = {Tue, 01 Feb 2022 13:00:44 +0100},
biburl = {https://dblp.org/rec/conf/adma/RahmanI13.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/DoreswamyV13c,
author = {Doreswamy and
Chanabasayya M. Vastrad},
title = {A Robust Missing Value Imputation Method MifImpute For Incomplete
Molecular Descriptor Data And Comparative Analysis With Other Missing
Value Imputation Methods},
journal = {CoRR},
volume = {abs/1312.2859},
year = {2013},
url = {http://arxiv.org/abs/1312.2859},
eprinttype = {arXiv},
eprint = {1312.2859},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/DoreswamyV13c.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/apin/ZhuHL12,
author = {Bing Zhu and
Changzheng He and
Panos Liatsis},
title = {A robust missing value imputation method for noisy data},
journal = {Appl. Intell.},
volume = {36},
number = {1},
pages = {61--74},
year = {2012},
url = {https://doi.org/10.1007/s10489-010-0244-1},
doi = {10.1007/S10489-010-0244-1},
timestamp = {Wed, 27 Jun 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/apin/ZhuHL12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cbm/DorriAD12,
author = {Fatemeh Dorri and
Paeiz Azmi and
Faezeh Dorri},
title = {Missing value imputation in {DNA} microarrays based on conjugate gradient
method},
journal = {Comput. Biol. Medicine},
volume = {42},
number = {2},
pages = {222--227},
year = {2012},
url = {https://doi.org/10.1016/j.compbiomed.2011.11.011},
doi = {10.1016/J.COMPBIOMED.2011.11.011},
timestamp = {Wed, 02 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cbm/DorriAD12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cmpb/UrdaSGFSJ12,
author = {Daniel Urda and
Jos{\'{e}} Luis Subirats and
Pedro J. Garc{\'{\i}}a{-}Laencina and
Leonardo Franco and
Jos{\'{e}}{-}Luis Sancho{-}G{\'{o}}mez and
Jos{\'{e}} Manuel Jerez},
title = {{WIMP:} Web server tool for missing data imputation},
journal = {Comput. Methods Programs Biomed.},
volume = {108},
number = {3},
pages = {1247--1254},
year = {2012},
url = {https://doi.org/10.1016/j.cmpb.2012.08.006},
doi = {10.1016/J.CMPB.2012.08.006},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cmpb/UrdaSGFSJ12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/DanielK12,
author = {Rhian M. Daniel and
Michael G. Kenward},
title = {A method for increasing the robustness of multiple imputation},
journal = {Comput. Stat. Data Anal.},
volume = {56},
number = {6},
pages = {1624--1643},
year = {2012},
url = {https://doi.org/10.1016/j.csda.2011.10.006},
doi = {10.1016/J.CSDA.2011.10.006},
timestamp = {Tue, 18 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/DanielK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijdats/FriedmanHZC12,
author = {Craig Friedman and
Jinggang Huang and
Yangyong Zhang and
Wenbo Cao},
title = {Missing value imputation via copula and transformation methods, with
applications to financial and economic data},
journal = {Int. J. Data Anal. Tech. Strateg.},
volume = {4},
number = {4},
pages = {315--339},
year = {2012},
url = {https://doi.org/10.1504/IJDATS.2012.050404},
doi = {10.1504/IJDATS.2012.050404},
timestamp = {Mon, 11 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijdats/FriedmanHZC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/LuengoGH12,
author = {Juli{\'{a}}n Luengo and
Salvador Garc{\'{\i}}a and
Francisco Herrera},
title = {On the choice of the best imputation methods for missing values considering
three groups of classification methods},
journal = {Knowl. Inf. Syst.},
volume = {32},
number = {1},
pages = {77--108},
year = {2012},
url = {https://doi.org/10.1007/s10115-011-0424-2},
doi = {10.1007/S10115-011-0424-2},
timestamp = {Mon, 19 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/kais/LuengoGH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pr/DingR12,
author = {Yaohui Ding and
Arun Ross},
title = {A comparison of imputation methods for handling missing scores in
biometric fusion},
journal = {Pattern Recognit.},
volume = {45},
number = {3},
pages = {919--933},
year = {2012},
url = {https://doi.org/10.1016/j.patcog.2011.08.002},
doi = {10.1016/J.PATCOG.2011.08.002},
timestamp = {Mon, 24 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/pr/DingR12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sac/NingC12,
author = {Jianhui Ning and
Philip E. Cheng},
title = {A comparison study of nonparametric imputation methods},
journal = {Stat. Comput.},
volume = {22},
number = {1},
pages = {273--285},
year = {2012},
url = {https://doi.org/10.1007/s11222-010-9223-y},
doi = {10.1007/S11222-010-9223-Y},
timestamp = {Wed, 25 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sac/NingC12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cikm/RenLZZ12,
author = {Yongli Ren and
Gang Li and
Jun Zhang and
Wanlei Zhou},
editor = {Xue{-}wen Chen and
Guy Lebanon and
Haixun Wang and
Mohammed J. Zaki},
title = {The efficient imputation method for neighborhood-based collaborative
filtering},
booktitle = {21st {ACM} International Conference on Information and Knowledge Management,
CIKM'12, Maui, HI, USA, October 29 - November 02, 2012},
pages = {684--693},
publisher = {{ACM}},
year = {2012},
url = {https://doi.org/10.1145/2396761.2396849},
doi = {10.1145/2396761.2396849},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cikm/RenLZZ12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cisis/LinCTH12,
author = {Yen Jen Lin and
Chun{-}Tien Chang and
Chuan Yi Tang and
Wen{-}Ping Hsieh},
editor = {Leonard Barolli and
Fatos Xhafa and
Salvatore Vitabile and
Minoru Uehara},
title = {Simpute: {A} Simple Genotype Imputation Method},
booktitle = {Sixth International Conference on Complex, Intelligent, and Software
Intensive Systems, {CISIS} 2012, Palermo, Italy, July 4-6, 2012},
pages = {573--579},
publisher = {{IEEE} Computer Society},
year = {2012},
url = {https://doi.org/10.1109/CISIS.2012.63},
doi = {10.1109/CISIS.2012.63},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cisis/LinCTH12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gfkl/BankhoferJ12,
author = {Udo Bankhofer and
Dieter William Joenssen},
editor = {Myra Spiliopoulou and
Lars Schmidt{-}Thieme and
Ruth Janning},
title = {On Limiting Donor Usage for Imputation of Missing Data via Hot Deck
Methods},
booktitle = {Data Analysis, Machine Learning and Knowledge Discovery - Proceedings
of the 36th Annual Conference of the Gesellschaft f{\"{u}}r Klassifikation
e. V., Hildesheim, Germany, August 2012},
series = {Studies in Classification, Data Analysis, and Knowledge Organization},
pages = {3--11},
publisher = {Springer},
year = {2012},
url = {https://doi.org/10.1007/978-3-319-01595-8\_1},
doi = {10.1007/978-3-319-01595-8\_1},
timestamp = {Sun, 02 Jun 2019 21:24:40 +0200},
biburl = {https://dblp.org/rec/conf/gfkl/BankhoferJ12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/is/KostadinovaBBT12,
author = {Elena Kostadinova and
Veselka Boeva and
Liliana Boneva and
Elena Tsiporkova},
title = {An Integrative DTW-based imputation method for gene expression time
series data},
booktitle = {6th {IEEE} International Conference on Intelligent Systems, {IS} 2012,
Sofia, Bulgaria, September 6-8, 2012},
pages = {258--263},
publisher = {{IEEE}},
year = {2012},
url = {https://doi.org/10.1109/IS.2012.6335145},
doi = {10.1109/IS.2012.6335145},
timestamp = {Wed, 16 Oct 2019 14:14:50 +0200},
biburl = {https://dblp.org/rec/conf/is/KostadinovaBBT12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/isaim/SubasiHSA12,
author = {Munevver Mine Subasi and
Peter L. Hammer and
Ersoy Subasi and
Martin Anthony},
title = {A new imputation method for incomplete binary data},
booktitle = {International Symposium on Artificial Intelligence and Mathematics,
{ISAIM} 2012, Fort Lauderdale, Florida, USA, January 9-11, 2012},
year = {2012},
url = {http://www.cs.uic.edu/pub/Isaim2012/WebPreferences/ISAIM2012\_Boolean\_Anthony\_etal.pdf},
timestamp = {Wed, 20 Mar 2024 17:48:48 +0100},
biburl = {https://dblp.org/rec/conf/isaim/SubasiHSA12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/itng/LeAG12,
author = {Thanh Le and
Tom Altman and
Katheleen J. Gardiner},
editor = {Shahram Latifi},
title = {Probability-based Imputation Method for Fuzzy Cluster Analysis of
Gene Expression Microarray Data},
booktitle = {Ninth International Conference on Information Technology: New Generations,
{ITNG} 2012, Las Vegas, Nevada, USA, 16-18 April, 2012},
pages = {42--47},
publisher = {{IEEE} Computer Society},
year = {2012},
url = {https://doi.org/10.1109/ITNG.2012.159},
doi = {10.1109/ITNG.2012.159},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/itng/LeAG12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/afs/YamamotoHNI11,
author = {Takeshi Yamamoto and
Katsuhiro Honda and
Akira Notsu and
Hidetomo Ichihashi},
title = {A Comparative Study on {TIBA} Imputation Methods in FCMdd-Based Linear
Clustering with Relational Data},
journal = {Adv. Fuzzy Syst.},
volume = {2011},
pages = {265170:1--265170:10},
year = {2011},
url = {https://doi.org/10.1155/2011/265170},
doi = {10.1155/2011/265170},
timestamp = {Tue, 14 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/afs/YamamotoHNI11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/apin/Zhang11,
author = {Shichao Zhang},
title = {Shell-neighbor method and its application in missing data imputation},
journal = {Appl. Intell.},
volume = {35},
number = {1},
pages = {123--133},
year = {2011},
url = {https://doi.org/10.1007/s10489-009-0207-6},
doi = {10.1007/S10489-009-0207-6},
timestamp = {Fri, 05 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/apin/Zhang11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/FerrariABM11,
author = {Pier Alda Ferrari and
Paola Annoni and
Alessandro Barbiero and
Giancarlo Manzi},
title = {An imputation method for categorical variables with application to
nonlinear principal component analysis},
journal = {Comput. Stat. Data Anal.},
volume = {55},
number = {7},
pages = {2410--2420},
year = {2011},
url = {https://doi.org/10.1016/j.csda.2011.02.007},
doi = {10.1016/J.CSDA.2011.02.007},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/FerrariABM11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/TemplKF11,
author = {Matthias Templ and
Alexander Kowarik and
Peter Filzmoser},
title = {Iterative stepwise regression imputation using standard and robust
methods},
journal = {Comput. Stat. Data Anal.},
volume = {55},
number = {10},
pages = {2793--2806},
year = {2011},
url = {https://doi.org/10.1016/j.csda.2011.04.012},
doi = {10.1016/J.CSDA.2011.04.012},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/csda/TemplKF11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dam/SubasiSAH11,
author = {Munevver Mine Subasi and
Ersoy Subasi and
Martin Anthony and
Peter L. Hammer},
title = {A new imputation method for incomplete binary data},
journal = {Discret. Appl. Math.},
volume = {159},
number = {10},
pages = {1040--1047},
year = {2011},
url = {https://doi.org/10.1016/j.dam.2011.01.024},
doi = {10.1016/J.DAM.2011.01.024},
timestamp = {Mon, 26 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/dam/SubasiSAH11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcmse/HruschkaHE11,
author = {Estevam R. Hruschka Jr. and
Eduardo R. Hruschka and
Nelson F. F. Ebecken},
title = {A Bayesian imputation method for a clustering genetic algorithm},
journal = {J. Comput. Methods Sci. Eng.},
volume = {11},
number = {4},
pages = {173--183},
year = {2011},
url = {https://doi.org/10.3233/JCM-2011-0362},
doi = {10.3233/JCM-2011-0362},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jcmse/HruschkaHE11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/mhs/MiyakoshiK11,
author = {Yoshihiro Miyakoshi and
Shohei Kato},
title = {Missing value imputation method using Bayesian network for decision-making
on {HCR}},
booktitle = {International Symposium on Micro-NanoMechatronics and Human Science,
{MHS} 2011, Nagoya, Japan, November 6-9, 2011},
pages = {379--384},
publisher = {{IEEE}},
year = {2011},
url = {https://doi.org/10.1109/MHS.2011.6102213},
doi = {10.1109/MHS.2011.6102213},
timestamp = {Wed, 16 Oct 2019 14:14:50 +0200},
biburl = {https://dblp.org/rec/conf/mhs/MiyakoshiK11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/artmed/JerezMGARMF10,
author = {Jos{\'{e}} M. Jerez and
Ignacio Molina and
Pedro J. Garc{\'{\i}}a{-}Laencina and
Emilio Alba and
Nuria Ribelles and
Miguel Mart{\'{\i}}n and
Leonardo Franco},
title = {Missing data imputation using statistical and machine learning methods
in a real breast cancer problem},
journal = {Artif. Intell. Medicine},
volume = {50},
number = {2},
pages = {105--115},
year = {2010},
url = {https://doi.org/10.1016/j.artmed.2010.05.002},
doi = {10.1016/J.ARTMED.2010.05.002},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/artmed/JerezMGARMF10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/HronTF10,
author = {Karel Hron and
Matthias Templ and
Peter Filzmoser},
title = {Imputation of missing values for compositional data using classical
and robust methods},
journal = {Comput. Stat. Data Anal.},
volume = {54},
number = {12},
pages = {3095--3107},
year = {2010},
url = {https://doi.org/10.1016/j.csda.2009.11.023},
doi = {10.1016/J.CSDA.2009.11.023},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/csda/HronTF10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/XuZ10a,
author = {Linzhi Xu and
Jiajia Zhang},
title = {Multiple imputation method for the semiparametric accelerated failure
time mixture cure model},
journal = {Comput. Stat. Data Anal.},
volume = {54},
number = {7},
pages = {1808--1816},
year = {2010},
url = {https://doi.org/10.1016/j.csda.2010.01.034},
doi = {10.1016/J.CSDA.2010.01.034},
timestamp = {Tue, 18 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/XuZ10a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cssc/HussainMHHMH10,
author = {Shakir Hussain and
Mohammed A. Mohammed and
M. Sayeed Haque and
Roger Holder and
John Macleod and
Richard Hobbs},
title = {A Simple Method to Ensure Plausible Multiple Imputation for Continuous
Multivariate Data},
journal = {Commun. Stat. Simul. Comput.},
volume = {39},
number = {9},
pages = {1779--1784},
year = {2010},
url = {https://doi.org/10.1080/03610918.2010.518267},
doi = {10.1080/03610918.2010.518267},
timestamp = {Mon, 26 Oct 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/cssc/HussainMHHMH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijdmb/ChingLTTNWC10,
author = {Wai{-}Ki Ching and
Limin Li and
Nam{-}Kiu Tsing and
Ching{-}Wan Tai and
Tuen{-}Wai Ng and
Alice S. Wong and
Kwai{-}Wa Cheng},
title = {A weighted Local Least Squares Imputation method for missing value
estimation in microarray gene expression data},
journal = {Int. J. Data Min. Bioinform.},
volume = {4},
number = {3},
pages = {331--347},
year = {2010},
url = {https://doi.org/10.1504/IJDMB.2010.033524},
doi = {10.1504/IJDMB.2010.033524},
timestamp = {Mon, 11 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijdmb/ChingLTTNWC10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mcma/ZalewskaNS10,
author = {Marta Zalewska and
Wojciech Niemiro and
Boleslaw Samolinski},
title = {{MCMC} imputation in autologistic model},
journal = {Monte Carlo Methods Appl.},
volume = {16},
number = {3-4},
pages = {421--438},
year = {2010},
url = {https://doi.org/10.1515/mcma.2010.017},
doi = {10.1515/MCMA.2010.017},
timestamp = {Thu, 13 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mcma/ZalewskaNS10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/nn/LuengoGH10,
author = {Juli{\'{a}}n Luengo and
Salvador Garc{\'{\i}}a and
Francisco Herrera},
title = {A study on the use of imputation methods for experimentation with
Radial Basis Function Network classifiers handling missing attribute
values: The good synergy between RBFNs and EventCovering method},
journal = {Neural Networks},
volume = {23},
number = {3},
pages = {406--418},
year = {2010},
url = {https://doi.org/10.1016/j.neunet.2009.11.014},
doi = {10.1016/J.NEUNET.2009.11.014},
timestamp = {Mon, 19 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/nn/LuengoGH10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sma/ZioG10,
author = {Marco Di Zio and
Ugo Guarnera},
title = {A multiple imputation approach to deal with the unity measure error},
journal = {Stat. Methods Appl.},
volume = {19},
number = {3},
pages = {431--444},
year = {2010},
url = {https://doi.org/10.1007/s10260-010-0132-1},
doi = {10.1007/S10260-010-0132-1},
timestamp = {Mon, 25 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/sma/ZioG10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/IEEEicci/ZhangZ10,
author = {Shichao Zhang and
Manlong Zhu},
editor = {Fuchun Sun and
Yingxu Wang and
Jianhua Lu and
Bo Zhang and
Witold Kinsner and
Lotfi A. Zadeh},
title = {Weighting imputation methods and their evaluation under shell-neighbor
machine},
booktitle = {Proceedings of the 9th {IEEE} International Conference on Cognitive
Informatics, {ICCI} 2010, July 7-9, 2010, Beijing, China},
pages = {874--879},
publisher = {{IEEE} Computer Society},
year = {2010},
url = {https://doi.org/10.1109/COGINF.2010.5599790},
doi = {10.1109/COGINF.2010.5599790},
timestamp = {Fri, 05 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/IEEEicci/ZhangZ10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cibcb/LiNR10,
author = {Yifeng Li and
Alioune Ngom and
Luis Rueda},
title = {Missing value imputation methods for gene-sample-time microarray data
analysis},
booktitle = {Proceedings of the 2010 {IEEE} Symposium on Computational Intelligence
in Bioinformatics and Computational Biology, {CIBCB} 2010, Montreal,
QC, Canada, May 2-5, 2010},
pages = {1--7},
publisher = {{IEEE}},
year = {2010},
url = {https://doi.org/10.1109/CIBCB.2010.5510349},
doi = {10.1109/CIBCB.2010.5510349},
timestamp = {Wed, 08 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cibcb/LiNR10.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/comsis/HouraniE09,
author = {Mou'ath Hourani and
Ibrahiem M. M. El Emary},
title = {Microarray missing values imputation methods: Critical analysis review},
journal = {Comput. Sci. Inf. Syst.},
volume = {6},
number = {2},
pages = {165--190},
year = {2009},
url = {https://doi.org/10.2298/CSIS0902165H},
doi = {10.2298/CSIS0902165H},
timestamp = {Tue, 21 May 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/comsis/HouraniE09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/cssc/HeR09,
author = {Yulei He and
Trivellore E. Raghunathan},
title = {On the Performance of Sequential Regression Multiple Imputation Methods
with Non Normal Error Distributions},
journal = {Commun. Stat. Simul. Comput.},
volume = {38},
number = {4},
pages = {856--883},
year = {2009},
url = {https://doi.org/10.1080/03610910802677191},
doi = {10.1080/03610910802677191},
timestamp = {Sun, 10 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/cssc/HeR09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jcam/MunozR09,
author = {Juan Francisco Mu{\~{n}}oz and
Mar{\'{\i}}a del Mar Rueda},
title = {New imputation methods for missing data using quantiles},
journal = {J. Comput. Appl. Math.},
volume = {232},
number = {2},
pages = {305--317},
year = {2009},
url = {https://doi.org/10.1016/j.cam.2009.06.011},
doi = {10.1016/J.CAM.2009.06.011},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jcam/MunozR09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icannga/ZawistowskiG09,
author = {Pawel Zawistowski and
Maciej Grzenda},
editor = {Mikko Kolehmainen and
Pekka J. Toivanen and
Bartlomiej Beliczynski},
title = {Handling Incomplete Data Using Evolution of Imputation Methods},
booktitle = {Adaptive and Natural Computing Algorithms, 9th International Conference,
{ICANNGA} 2009, Kuopio, Finland, April 23-25, 2009, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {5495},
pages = {22--31},
publisher = {Springer},
year = {2009},
url = {https://doi.org/10.1007/978-3-642-04921-7\_3},
doi = {10.1007/978-3-642-04921-7\_3},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/icannga/ZawistowskiG09.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/BrockSBLT08,
author = {Guy N. Brock and
John R. Shaffer and
Richard E. Blakesley and
Meredith J. Lotz and
George C. Tseng},
title = {Which missing value imputation method to use in expression profiles:
a comparative study and two selection schemes},
journal = {{BMC} Bioinform.},
volume = {9},
year = {2008},
url = {https://doi.org/10.1186/1471-2105-9-12},
doi = {10.1186/1471-2105-9-12},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/bmcbi/BrockSBLT08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/masa/SinghKK08,
author = {G. N. Singh and
Kumari Priyanka and
Marcin Kozak},
title = {Use of imputation methods at current occasion in two-occasion rotation
patterns},
journal = {Model. Assist. Stat. Appl.},
volume = {3},
number = {2},
pages = {99--112},
year = {2008},
url = {https://doi.org/10.3233/MAS-2008-3203},
doi = {10.3233/MAS-2008-3203},
timestamp = {Tue, 26 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/masa/SinghKK08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/masa/YanWLH08,
author = {Zaizai Yan and
Jingyu Wang and
Junfeng Lai and
Wanyan Hua},
title = {Ratio imputation method for handling item-nonresponse in Eichhorn
model},
journal = {Model. Assist. Stat. Appl.},
volume = {3},
number = {2},
pages = {89--98},
year = {2008},
url = {https://doi.org/10.3233/MAS-2008-3202},
doi = {10.3233/MAS-2008-3202},
timestamp = {Thu, 16 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/masa/YanWLH08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mmor/Delgado-QuinteroG08,
author = {Sergio Delgado{-}Quintero and
Juan Jos{\'{e}} Salazar Gonz{\'{a}}lez},
title = {A new approach for data editing and imputation},
journal = {Math. Methods Oper. Res.},
volume = {68},
number = {3},
pages = {407--428},
year = {2008},
url = {https://doi.org/10.1007/s00186-008-0237-6},
doi = {10.1007/S00186-008-0237-6},
timestamp = {Tue, 03 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/mmor/Delgado-QuinteroG08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/WuSS08,
author = {Jianhua Wu and
Qinbao Song and
Junyi Shen},
title = {Missing nominal data imputation using association rule based on weighted
voting method},
booktitle = {Proceedings of the International Joint Conference on Neural Networks,
{IJCNN} 2008, part of the {IEEE} World Congress on Computational Intelligence,
{WCCI} 2008, Hong Kong, China, June 1-6, 2008},
pages = {1157--1162},
publisher = {{IEEE}},
year = {2008},
url = {https://doi.org/10.1109/IJCNN.2008.4633945},
doi = {10.1109/IJCNN.2008.4633945},
timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/WuSS08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iti/PennyC08,
author = {Kay I. Penny and
Thomas Chesney},
title = {A comparison of missing value imputation methods for classifying patient
outcome following trauma injury},
booktitle = {Proceedings of the {ITI} 2008 30th International Conference on Information
Technology Interfaces, Dubrovnik, Croatia, June 23-26, 2008},
pages = {367--370},
publisher = {{IEEE}},
year = {2008},
url = {https://doi.org/10.1109/ITI.2008.4588437},
doi = {10.1109/ITI.2008.4588437},
timestamp = {Wed, 16 Oct 2019 14:14:50 +0200},
biburl = {https://dblp.org/rec/conf/iti/PennyC08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@incollection{DBLP:books/igi/Galindo08/PelaezDR08,
author = {Jos{\'{e}} Ignacio Pel{\'{a}}ez and
Jes{\'{u}}s M. Do{\~{n}}a and
David La Red},
editor = {Jos{\'{e}} Galindo},
title = {Fuzzy Imputation Method for Database Systems},
booktitle = {Handbook of Research on Fuzzy Information Processing in Databases},
pages = {805--821},
publisher = {{IGI} Global},
year = {2008},
url = {http://www.igi-global.com/Bookstore/chapter.aspx?titleid=20379},
timestamp = {Tue, 16 May 2017 14:01:33 +0200},
biburl = {https://dblp.org/rec/books/igi/Galindo08/PelaezDR08.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/JornstenOW07,
author = {Rebecka J{\"{o}}rnsten and
Ming Ouyang and
Hui{-}Yu Wang},
title = {A meta-data based method for {DNA} microarray imputation},
journal = {{BMC} Bioinform.},
volume = {8},
year = {2007},
url = {https://doi.org/10.1186/1471-2105-8-109},
doi = {10.1186/1471-2105-8-109},
timestamp = {Sun, 15 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bmcbi/JornstenOW07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/bmcbi/YoonLP07,
author = {Dankyu Yoon and
Eun{-}Kyung Lee and
Taesung Park},
title = {Robust imputation method for missing values in microarray data},
journal = {{BMC} Bioinform.},
volume = {8},
number = {{S-2}},
year = {2007},
url = {https://doi.org/10.1186/1471-2105-8-S2-S6},
doi = {10.1186/1471-2105-8-S2-S6},
timestamp = {Sun, 15 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/bmcbi/YoonLP07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csda/GinkelASV07,
author = {Joost R. Van Ginkel and
L. Andries Van der Ark and
Klaas Sijtsma and
Jeroen K. Vermunt},
title = {Two-way imputation: {A} Bayesian method for estimating missing scores
in tests and questionnaires, and an accurate approximation},
journal = {Comput. Stat. Data Anal.},
volume = {51},
number = {8},
pages = {4013--4027},
year = {2007},
url = {https://doi.org/10.1016/j.csda.2006.12.022},
doi = {10.1016/J.CSDA.2006.12.022},
timestamp = {Tue, 18 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/csda/GinkelASV07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijbidm/BrownK07,
author = {Marvin L. Brown and
John Francis Kros},
title = {A comparison of imputation methods in the presence of imprecise data
when employing a neural network s-Sigmoid function},
journal = {Int. J. Bus. Intell. Data Min.},
volume = {2},
number = {3},
pages = {292--310},
year = {2007},
url = {https://doi.org/10.1504/IJBIDM.2007.015486},
doi = {10.1504/IJBIDM.2007.015486},
timestamp = {Thu, 30 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijbidm/BrownK07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijseke/YenduriI07,
author = {Sumanth Yenduri and
S. Sitharama Iyengar},
title = {Performance Evaluation of Imputation Methods for Incomplete Datasets},
journal = {Int. J. Softw. Eng. Knowl. Eng.},
volume = {17},
number = {1},
pages = {127--152},
year = {2007},
url = {https://doi.org/10.1142/S0218194007003173},
doi = {10.1142/S0218194007003173},
timestamp = {Wed, 22 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijseke/YenduriI07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/JungPKPKK07,
author = {Ho{-}Youl Jung and
Yun{-}Ju Park and
Young{-}Jin Kim and
Jung{-}Sun Park and
Kuchan Kimm and
InSong Koh},
title = {New methods for imputation of missing genotype using linkage disequilibrium
and haplotype information},
journal = {Inf. Sci.},
volume = {177},
number = {3},
pages = {804--814},
year = {2007},
url = {https://doi.org/10.1016/j.ins.2006.07.017},
doi = {10.1016/J.INS.2006.07.017},
timestamp = {Sat, 27 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/isci/JungPKPKK07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jss/SongS07,
author = {Qinbao Song and
Martin J. Shepperd},
title = {A new imputation method for small software project data sets},
journal = {J. Syst. Softw.},
volume = {80},
number = {1},
pages = {51--62},
year = {2007},
url = {https://doi.org/10.1016/j.jss.2006.05.003},
doi = {10.1016/J.JSS.2006.05.003},
timestamp = {Fri, 27 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/jss/SongS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fbit/YunKHY07,
author = {Taegyun Yun and
Suyoung Kim and
Taeho Hwang and
Gwan{-}Su Yi},
editor = {Daniel Howard and
Phill{-}Kyu Rhee},
title = {A Direct Clustering Method for Imperfect Microarray Data without Imputation},
booktitle = {Frontiers in the Convergence of Bioscience and Information Technologies
2007, {FBIT} 2007, Jeju Island, Korea, October 11-13, 2007},
pages = {183--187},
publisher = {{IEEE} Computer Society},
year = {2007},
url = {https://doi.org/10.1109/FBIT.2007.135},
doi = {10.1109/FBIT.2007.135},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/fbit/YunKHY07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ida/DAmbrosioAS07,
author = {Antonio D'Ambrosio and
Massimo Aria and
Roberta Siciliano},
editor = {Michael R. Berthold and
John Shawe{-}Taylor and
Nada Lavrac},
title = {Robust Tree-Based Incremental Imputation Method for Data Fusion},
booktitle = {Advances in Intelligent Data Analysis VII, 7th International Symposium
on Intelligent Data Analysis, {IDA} 2007, Ljubljana, Slovenia, September
6-8, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4723},
pages = {174--183},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-74825-0\_16},
doi = {10.1007/978-3-540-74825-0\_16},
timestamp = {Sun, 04 Aug 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ida/DAmbrosioAS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/micad/WilkieGPEHM07,
author = {Joel R. Wilkie and
Maryellen L. Giger and
Lorenzo L. Pesce and
Charles A. Engh and
Robert H. Hopper and
John M. Martell},
editor = {Maryellen L. Giger and
Nico Karssemeijer},
title = {Imputation methods for temporal radiographic texture analysis in the
detection of periprosthetic osteolysis},
booktitle = {Medical Imaging 2007: Computer-Aided Diagnosis, San Diego, CA, United
States, 17-22 February 2007},
series = {{SPIE} Proceedings},
volume = {6514},
pages = {65141L},
publisher = {{SPIE}},
year = {2007},
url = {https://doi.org/10.1117/12.713732},
doi = {10.1117/12.713732},
timestamp = {Tue, 29 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/micad/WilkieGPEHM07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pakdd/ZhangZZQZ07,
author = {Chengqi Zhang and
Xiaofeng Zhu and
Jilian Zhang and
Yongsong Qin and
Shichao Zhang},
editor = {Zhi{-}Hua Zhou and
Hang Li and
Qiang Yang},
title = {{GBKII:} An Imputation Method for Missing Values},
booktitle = {Advances in Knowledge Discovery and Data Mining, 11th Pacific-Asia
Conference, {PAKDD} 2007, Nanjing, China, May 22-25, 2007, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {4426},
pages = {1080--1087},
publisher = {Springer},
year = {2007},
url = {https://doi.org/10.1007/978-3-540-71701-0\_122},
doi = {10.1007/978-3-540-71701-0\_122},
timestamp = {Thu, 04 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/pakdd/ZhangZZQZ07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/snpd/WuSS07,
author = {Jianhua Wu and
Qinbao Song and
Junyi Shen},
editor = {Wenying Feng and
Feng Gao},
title = {An Novel Association Rule Mining Based Missing Nominal Data Imputation
Method},
booktitle = {Proceedings of the 8th {ACIS} International Conference on Software
Engineering, Artificial Intelligence, Networking and Parallel/Distributed
Computing, {SNPD} 2007, July 30 - August 1, 2007, Qingdao, China},
pages = {244--249},
publisher = {{IEEE} Computer Society},
year = {2007},
url = {https://doi.org/10.1109/SNPD.2007.93},
doi = {10.1109/SNPD.2007.93},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/snpd/WuSS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wce/SolomonOM07a,
author = {Norman Solomon and
Giles Oatley and
Kenneth McGarry},
editor = {Sio Iong Ao and
Leonid Gelman and
David W. L. Hukins and
Andrew Hunter and
Alexander M. Korsunsky},
title = {A Dynamic Method for the Evaluation and Comparison of Imputation Techniques},
booktitle = {Proceedings of the World Congress on Engineering, {WCE} 2007, London,
UK, 2-4 July, 2007},
series = {Lecture Notes in Engineering and Computer Science},
pages = {974--982},
publisher = {Newswood Limited},
year = {2007},
timestamp = {Sat, 04 Sep 2021 14:26:13 +0200},
biburl = {https://dblp.org/rec/conf/wce/SolomonOM07a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/itng/Yenduri06,
author = {Sumanth Yenduri},
title = {An Agglomerative Clustering Methodology For Data Imputation},
booktitle = {Third International Conference on Information Technology: New Generations
{(ITNG} 2006), 10-12 April 2006, Las Vegas, Nevada, {USA}},
pages = {34--39},
publisher = {{IEEE} Computer Society},
year = {2006},
url = {https://doi.org/10.1109/ITNG.2006.26},
doi = {10.1109/ITNG.2006.26},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/itng/Yenduri06.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/amc/RuedaGA05,
author = {Mar{\'{\i}}a del Mar Rueda and
Silvia Gonz{\'{a}}lez and
Antonio Arcos},
title = {Indirect methods of imputation of missing data based on available
units},
journal = {Appl. Math. Comput.},
volume = {164},
number = {1},
pages = {249--261},
year = {2005},
url = {https://doi.org/10.1016/j.amc.2004.04.102},
doi = {10.1016/J.AMC.2004.04.102},
timestamp = {Fri, 21 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/amc/RuedaGA05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/gecco/GuG05,
author = {Daqian Gu and
Yang Gao},
editor = {Franz Rothlauf},
title = {Incremental gradient descent imputation method for missing data in
learning classifier systems},
booktitle = {Genetic and Evolutionary Computation Conference, {GECCO} 2005, Workshop
Proceedings, Washington DC, USA, June 25-26, 2005},
pages = {72--73},
publisher = {{ACM}},
year = {2005},
url = {https://doi.org/10.1145/1102256.1102270},
doi = {10.1145/1102256.1102270},
timestamp = {Fri, 02 Aug 2024 15:50:42 +0200},
biburl = {https://dblp.org/rec/conf/gecco/GuG05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/metrics/TwalaC05,
author = {Bhekisipho Twala and
Michelle Cartwright},
title = {Ensemble Imputation Methods for Missing Software Engineering Data},
booktitle = {11th {IEEE} International Symposium on Software Metrics {(METRICS}
2005), 19-22 September 2005, Como Italy},
pages = {30},
publisher = {{IEEE} Computer Society},
year = {2005},
url = {https://doi.org/10.1109/METRICS.2005.21},
doi = {10.1109/METRICS.2005.21},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/metrics/TwalaC05.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/rsctc/LiDSS04,
author = {Dan Li and
Jitender S. Deogun and
William Spaulding and
Bill Shuart},
editor = {Shusaku Tsumoto and
Roman Slowinski and
Henryk Jan Komorowski and
Jerzy W. Grzymala{-}Busse},
title = {Towards Missing Data Imputation: {A} Study of Fuzzy K-means Clustering
Method},
booktitle = {Rough Sets and Current Trends in Computing, 4th International Conference,
{RSCTC} 2004, Uppsala, Sweden, June 1-5, 2004, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {3066},
pages = {573--579},
publisher = {Springer},
year = {2004},
url = {https://doi.org/10.1007/978-3-540-25929-9\_70},
doi = {10.1007/978-3-540-25929-9\_70},
timestamp = {Tue, 14 May 2019 10:00:51 +0200},
biburl = {https://dblp.org/rec/conf/rsctc/LiDSS04.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eor/OlinskyCH03,
author = {Alan Olinsky and
Shaw Chen and
Lisa Harlow},
title = {The comparative efficacy of imputation methods for missing data in
structural equation modeling},
journal = {Eur. J. Oper. Res.},
volume = {151},
number = {1},
pages = {53--79},
year = {2003},
url = {https://doi.org/10.1016/S0377-2217(02)00578-7},
doi = {10.1016/S0377-2217(02)00578-7},
timestamp = {Fri, 21 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/eor/OlinskyCH03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iscas/LuoD03,
author = {Yu Luo and
Limin Du},
title = {Single Gauss model set-based data imputation method for complex {ASR}
task},
booktitle = {Proceedings of the 2003 International Symposium on Circuits and Systems,
{ISCAS} 2003, Bangkok, Thailand, May 25-28, 2003},
pages = {564--567},
publisher = {{IEEE}},
year = {2003},
url = {https://doi.org/10.1109/ISCAS.2003.1206036},
doi = {10.1109/ISCAS.2003.1206036},
timestamp = {Wed, 16 Oct 2019 14:14:49 +0200},
biburl = {https://dblp.org/rec/conf/iscas/LuoD03.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/compstat/CalzolariN02,
author = {Giorgio Calzolari and
Laura Neri},
editor = {Wolfgang K. H{\"{a}}rdle and
Bernd R{\"{o}}nz},
title = {Imputation of Continuous Variables Missing at Random using the Method
of Simulated Scores},
booktitle = {{COMPSTAT} 2002, Proceedings in Computational Statistics, 15th Symposium,
Berlin, Germany, August 24-28, 2002},
pages = {389--394},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/978-3-642-57489-4\_58},
doi = {10.1007/978-3-642-57489-4\_58},
timestamp = {Sun, 25 Oct 2020 23:02:37 +0100},
biburl = {https://dblp.org/rec/conf/compstat/CalzolariN02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/compstat/ConversanoC02,
author = {Claudio Conversano and
Carmela Cappelli},
editor = {Wolfgang K. H{\"{a}}rdle and
Bernd R{\"{o}}nz},
title = {Missing Data Incremental Imputation through Tree Based Methods},
booktitle = {{COMPSTAT} 2002, Proceedings in Computational Statistics, 15th Symposium,
Berlin, Germany, August 24-28, 2002},
pages = {455--460},
publisher = {Springer},
year = {2002},
url = {https://doi.org/10.1007/978-3-642-57489-4\_69},
doi = {10.1007/978-3-642-57489-4\_69},
timestamp = {Mon, 27 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/compstat/ConversanoC02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/his/BatistaM02,
author = {Gustavo E. A. P. A. Batista and
Maria Carolina Monard},
editor = {Ajith Abraham and
Javier Ruiz{-}del{-}Solar and
Mario K{\"{o}}ppen},
title = {A Study of K-Nearest Neighbour as an Imputation Method},
booktitle = {Soft Computing Systems - Design, Management and Applications, {HIS}
2002, December 1-4, 2002, Santiago, Chile},
series = {Frontiers in Artificial Intelligence and Applications},
volume = {87},
pages = {251--260},
publisher = {{IOS} Press},
year = {2002},
timestamp = {Tue, 02 Dec 2003 15:04:47 +0100},
biburl = {https://dblp.org/rec/conf/his/BatistaM02.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tse/MyrtveitSO01,
author = {Ingunn Myrtveit and
Erik Stensrud and
Ulf H. Olsson},
title = {Analyzing Data Sets with Missing Data: An Empirical Evaluation of
Imputation Methods and Likelihood-Based Methods},
journal = {{IEEE} Trans. Software Eng.},
volume = {27},
number = {11},
pages = {999--1013},
year = {2001},
url = {https://doi.org/10.1109/32.965340},
doi = {10.1109/32.965340},
timestamp = {Wed, 17 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tse/MyrtveitSO01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/odyssey/DrygajloE01,
author = {Andrzej Drygajlo and
Mounir El{-}Maliki},
title = {Integration and imputation methods for unreliable feature compensation
in {GMM} based speaker verification},
booktitle = {2001: {A} Speaker Odyssey - The Speaker Recognition Workshop, Crete,
Greece, June 18-22, 2001},
pages = {107--112},
publisher = {{ISCA}},
year = {2001},
url = {https://www.isca-archive.org/odyssey\_2001/drygajlo01\_odyssey.html},
timestamp = {Thu, 01 Aug 2024 09:07:56 +0200},
biburl = {https://dblp.org/rec/conf/odyssey/DrygajloE01.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
manage site settings
To protect your privacy, all features that rely on external API calls from your browser are turned off by default. You need to opt-in for them to become active. All settings here will be stored as cookies with your web browser. For more information see our F.A.Q.
retrieved on 2024-09-23 14:01 CEST from data curated by the dblp team
all metadata released as open data under CC0 1.0 license
see also: Terms of Use | Privacy Policy | Imprint
dblp was originally created in 1993 at:
since 2018, dblp has been operated and maintained by:
the dblp computer science bibliography is funded and supported by:
