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@article{DBLP:journals/jbd/MahapatraC24,
author = {Suchismit Mahapatra and
Varun Chandola},
title = {Learning manifolds from non-stationary streams},
journal = {J. Big Data},
volume = {11},
number = {1},
pages = {42},
year = {2024},
url = {https://doi.org/10.1186/s40537-023-00872-8},
doi = {10.1186/S40537-023-00872-8},
timestamp = {Mon, 08 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jbd/MahapatraC24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tjs/AngberaC24,
author = {Ature Angbera and
Huah Yong Chan},
title = {An adaptive XGBoost-based optimized sliding window for concept drift
handling in non-stationary spatiotemporal data streams classifications},
journal = {J. Supercomput.},
volume = {80},
number = {6},
pages = {7781--7811},
year = {2024},
url = {https://doi.org/10.1007/s11227-023-05729-8},
doi = {10.1007/S11227-023-05729-8},
timestamp = {Thu, 04 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tjs/AngberaC24.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/apin/WangLZCLZ23,
author = {Tianyu Wang and
Mian Li and
Ruixiang Zheng and
Changbing Cai and
Yangbing Lou and
Siqi Zhu},
title = {Towards continual knowledge transfer in modeling manufacturing processes
under non-stationary data streams},
journal = {Appl. Intell.},
volume = {53},
number = {23},
pages = {29393--29413},
year = {2023},
url = {https://doi.org/10.1007/s10489-023-05034-0},
doi = {10.1007/S10489-023-05034-0},
timestamp = {Sun, 10 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/apin/WangLZCLZ23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/csur/FahyYG23,
author = {Conor Fahy and
Shengxiang Yang and
Mario Gongora},
title = {Scarcity of Labels in Non-Stationary Data Streams: {A} Survey},
journal = {{ACM} Comput. Surv.},
volume = {55},
number = {2},
pages = {40:1--40:39},
year = {2023},
url = {https://doi.org/10.1145/3494832},
doi = {10.1145/3494832},
timestamp = {Thu, 23 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/csur/FahyYG23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dke/ZhangZL23,
author = {Kuangyan Zhang and
Tuyi Zhang and
Sanmin Liu},
title = {A novel ensemble framework driven by diversity and cooperativity for
non-stationary data stream classification},
journal = {Data Knowl. Eng.},
volume = {148},
pages = {102232},
year = {2023},
url = {https://doi.org/10.1016/j.datak.2023.102232},
doi = {10.1016/J.DATAK.2023.102232},
timestamp = {Fri, 05 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/dke/ZhangZL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2302-04141,
author = {Valerie Vaquet and
Fabian Hinder and
Johannes Brinkrolf and
Barbara Hammer},
title = {Combining self-labeling and demand based active learning for non-stationary
data streams},
journal = {CoRR},
volume = {abs/2302.04141},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2302.04141},
doi = {10.48550/ARXIV.2302.04141},
eprinttype = {arXiv},
eprint = {2302.04141},
timestamp = {Fri, 10 Feb 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2302-04141.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/CasadoP22,
author = {Ioar Casado and
Aritz P{\'{e}}rez},
editor = {Xingquan Zhu and
Sanjay Ranka and
My T. Thai and
Takashi Washio and
Xindong Wu},
title = {Dirichlet process mixture models for non-stationary data streams},
booktitle = {{IEEE} International Conference on Data Mining, {ICDM} 2022, Orlando,
FL, USA, November 28 - Dec. 1, 2022},
pages = {873--878},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/ICDM54844.2022.00100},
doi = {10.1109/ICDM54844.2022.00100},
timestamp = {Thu, 02 Feb 2023 13:50:02 +0100},
biburl = {https://dblp.org/rec/conf/icdm/CasadoP22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-06872,
author = {Ioar Casado and
Aritz P{\'{e}}rez},
title = {Dirichlet process mixture models for non-stationary data streams},
journal = {CoRR},
volume = {abs/2210.06872},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.06872},
doi = {10.48550/ARXIV.2210.06872},
eprinttype = {arXiv},
eprint = {2210.06872},
timestamp = {Wed, 19 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-06872.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/KhezriTAS21,
author = {Shirin Khezri and
Jafar Tanha and
Ali Ahmadi and
Arash Sharifi},
title = {A novel semi-supervised ensemble algorithm using a performance-based
selection metric to non-stationary data streams},
journal = {Neurocomputing},
volume = {442},
pages = {125--145},
year = {2021},
url = {https://doi.org/10.1016/j.neucom.2021.02.031},
doi = {10.1016/J.NEUCOM.2021.02.031},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/KhezriTAS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jikm/NagendhiranK21,
author = {Nalini Nagendhiran and
Lakshmanan Kuppusamy},
title = {Adaptive Drift Detection Mechanism for Non-Stationary Data Stream},
journal = {J. Inf. Knowl. Manag.},
volume = {20},
number = {1},
pages = {2150008},
year = {2021},
url = {https://doi.org/10.1142/s0219649221500088},
doi = {10.1142/S0219649221500088},
timestamp = {Tue, 09 May 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jikm/NagendhiranK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sensors/ParkK21,
author = {Namuk Park and
Songkuk Kim},
title = {FlexSketch: Estimation of Probability Density for Stationary and Non-Stationary
Data Streams},
journal = {Sensors},
volume = {21},
number = {4},
pages = {1080},
year = {2021},
url = {https://doi.org/10.3390/s21041080},
doi = {10.3390/S21041080},
timestamp = {Thu, 11 Mar 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sensors/ParkK21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sncs/DongGYY21,
author = {Wenlu Dong and
Shang Gao and
Xibei Yang and
Hualong Yu},
title = {An Exploration of Online Missing Value Imputation in Non-stationary
Data Stream},
journal = {{SN} Comput. Sci.},
volume = {2},
number = {1},
pages = {57},
year = {2021},
url = {https://doi.org/10.1007/s42979-021-00459-1},
doi = {10.1007/S42979-021-00459-1},
timestamp = {Wed, 01 Dec 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sncs/DongGYY21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icbk/Zheng021,
author = {Xiulin Zheng and
Peipei Li},
editor = {Lei Chen and
Baltasar Fern{\'{a}}ndez{-}Manj{\'{o}}n},
title = {An Efficient Framework for Multi-Label Learning in Non-stationary
Data Stream},
booktitle = {2021 {IEEE} International Conference on Big Knowledge, {ICBK} 2021,
Auckland, New Zealand, December 7-8, 2021},
pages = {149--156},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/ICKG52313.2021.00029},
doi = {10.1109/ICKG52313.2021.00029},
timestamp = {Mon, 24 Jan 2022 15:08:55 +0100},
biburl = {https://dblp.org/rec/conf/icbk/Zheng021.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccv/LangeT21,
author = {Matthias De Lange and
Tinne Tuytelaars},
title = {Continual Prototype Evolution: Learning Online from Non-Stationary
Data Streams},
booktitle = {2021 {IEEE/CVF} International Conference on Computer Vision, {ICCV}
2021, Montreal, QC, Canada, October 10-17, 2021},
pages = {8230--8239},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/ICCV48922.2021.00814},
doi = {10.1109/ICCV48922.2021.00814},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/iccv/LangeT21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/pkdd/IrurozkiPLS21,
author = {Ekhine Irurozki and
Aritz P{\'{e}}rez and
Jesus L. Lobo and
Javier Del Ser},
editor = {Nuria Oliver and
Fernando P{\'{e}}rez{-}Cruz and
Stefan Kramer and
Jesse Read and
Jos{\'{e}} Antonio Lozano},
title = {Rank Aggregation for Non-stationary Data Streams},
booktitle = {Machine Learning and Knowledge Discovery in Databases. Research Track
- European Conference, {ECML} {PKDD} 2021, Bilbao, Spain, September
13-17, 2021, Proceedings, Part {III}},
series = {Lecture Notes in Computer Science},
volume = {12977},
pages = {297--313},
publisher = {Springer},
year = {2021},
url = {https://doi.org/10.1007/978-3-030-86523-8\_18},
doi = {10.1007/978-3-030-86523-8\_18},
timestamp = {Wed, 28 Jun 2023 16:19:42 +0200},
biburl = {https://dblp.org/rec/conf/pkdd/IrurozkiPLS21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssci/VaquetHVBH21,
author = {Valerie Vaquet and
Fabian Hinder and
Jonas Vaquet and
Johannes Brinkrolf and
Barbara Hammer},
title = {Online Learning on Non-Stationary Data Streams for Image Recognition
using Deep Embeddings},
booktitle = {{IEEE} Symposium Series on Computational Intelligence, {SSCI} 2021,
Orlando, FL, USA, December 5-7, 2021},
pages = {1--7},
publisher = {{IEEE}},
year = {2021},
url = {https://doi.org/10.1109/SSCI50451.2021.9659903},
doi = {10.1109/SSCI50451.2021.9659903},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ssci/VaquetHVBH21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ethos/Almuammar20,
author = {Manal Almuammar},
title = {Developing learning methods for non-stationary and imbalanced data
streams},
school = {University of Essex, Colchester, {UK}},
year = {2020},
url = {https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.806230},
timestamp = {Fri, 13 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/phd/ethos/Almuammar20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ethos/Ghomeshi20,
author = {Hossein Ghomeshi},
title = {Hybrid metaheuristic methods for ensemble classification in non-stationary
data streams},
school = {Birmingham City University, {UK}},
year = {2020},
url = {https://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.834326},
timestamp = {Tue, 05 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/phd/ethos/Ghomeshi20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/air/HammamiMMS20,
author = {Zeineb Hammami and
Moamar {Sayed Mouchaweh} and
Wiem Mouelhi and
Lamjed Ben Said},
title = {Neural networks for online learning of non-stationary data streams:
a review and application for smart grids flexibility improvement},
journal = {Artif. Intell. Rev.},
volume = {53},
number = {8},
pages = {6111--6154},
year = {2020},
url = {https://doi.org/10.1007/s10462-020-09844-3},
doi = {10.1007/S10462-020-09844-3},
timestamp = {Tue, 29 Dec 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/air/HammamiMMS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/apin/KhezriTAS20,
author = {Shirin Khezri and
Jafar Tanha and
Ali Ahmadi and
Arash Sharifi},
title = {{STDS:} self-training data streams for mining limited labeled data
in non-stationary environment},
journal = {Appl. Intell.},
volume = {50},
number = {5},
pages = {1448--1467},
year = {2020},
url = {https://doi.org/10.1007/s10489-019-01585-3},
doi = {10.1007/S10489-019-01585-3},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/apin/KhezriTAS20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/rita/DiazBMB20,
author = {Agust{\'{\i}}n Alejandro Ortiz D{\'{\i}}az and
Isvani Inocencio Fr{\'{\i}}as Blanco and
Laura Maria Palomino Mari{\~{n}}o and
Fabiano Baldo},
title = {An Online Tree-Based Approach for Mining Non-Stationary High-Speed
Data Streams},
journal = {{RITA}},
volume = {27},
number = {1},
pages = {36--47},
year = {2020},
url = {https://doi.org/10.22456/2175-2745.90822},
doi = {10.22456/2175-2745.90822},
timestamp = {Wed, 17 Feb 2021 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/rita/DiazBMB20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icaisc/ZyblewskiKW20,
author = {Pawel Zyblewski and
Pawel Ksieniewicz and
Michal Wozniak},
editor = {Leszek Rutkowski and
Rafal Scherer and
Marcin Korytkowski and
Witold Pedrycz and
Ryszard Tadeusiewicz and
Jacek M. Zurada},
title = {Combination of Active and Random Labeling Strategy in the Non-stationary
Data Stream Classification},
booktitle = {Artificial Intelligence and Soft Computing - 19th International Conference,
{ICAISC} 2020, Zakopane, Poland, October 12-14, 2020, Proceedings,
Part {I}},
series = {Lecture Notes in Computer Science},
volume = {12415},
pages = {576--585},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-61401-0\_54},
doi = {10.1007/978-3-030-61401-0\_54},
timestamp = {Thu, 23 Jun 2022 19:57:15 +0200},
biburl = {https://dblp.org/rec/conf/icaisc/ZyblewskiKW20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iconip/WenZXF20,
author = {Yimin Wen and
Qi Zhou and
Yun Xue and
Chao Feng},
editor = {Haiqin Yang and
Kitsuchart Pasupa and
Andrew Chi{-}Sing Leung and
James T. Kwok and
Jonathan H. Chan and
Irwin King},
title = {Transfer Learning for Semi-supervised Classification of Non-stationary
Data Streams},
booktitle = {Neural Information Processing - 27th International Conference, {ICONIP}
2020, Bangkok, Thailand, November 18-22, 2020, Proceedings, Part {V}},
series = {Communications in Computer and Information Science},
volume = {1333},
pages = {468--477},
publisher = {Springer},
year = {2020},
url = {https://doi.org/10.1007/978-3-030-63823-8\_54},
doi = {10.1007/978-3-030-63823-8\_54},
timestamp = {Fri, 20 Nov 2020 17:49:38 +0100},
biburl = {https://dblp.org/rec/conf/iconip/WenZXF20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ictai/ZhangZZLCWRM20,
author = {Wenbin Zhang and
Mingli Zhang and
Ji Zhang and
Zhen Liu and
Zhiyuan Chen and
Jianwu Wang and
Edward Raff and
Enza Messina},
title = {Flexible and Adaptive Fairness-aware Learning in Non-stationary Data
Streams},
booktitle = {32nd {IEEE} International Conference on Tools with Artificial Intelligence,
{ICTAI} 2020, Baltimore, MD, USA, November 9-11, 2020},
pages = {399--406},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/ICTAI50040.2020.00069},
doi = {10.1109/ICTAI50040.2020.00069},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ictai/ZhangZZLCWRM20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/GorgonioCVG20,
author = {Arthur Costa Gorg{\^{o}}nio and
Anne Mag{\'{a}}ly de Paula Canuto and
Karliane M. O. Vale and
Flavius L. Gorg{\^{o}}nio},
title = {A Semi-supervised Based Framework for Data Stream Classification in
Non-Stationary Environments},
booktitle = {2020 International Joint Conference on Neural Networks, {IJCNN} 2020,
Glasgow, United Kingdom, July 19-24, 2020},
pages = {1--8},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/IJCNN48605.2020.9206792},
doi = {10.1109/IJCNN48605.2020.9206792},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/ijcnn/GorgonioCVG20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/KoryckiK20,
author = {Lukasz Korycki and
Bartosz Krawczyk},
title = {Online Oversampling for Sparsely Labeled Imbalanced and Non-Stationary
Data Streams},
booktitle = {2020 International Joint Conference on Neural Networks, {IJCNN} 2020,
Glasgow, United Kingdom, July 19-24, 2020},
pages = {1--8},
publisher = {{IEEE}},
year = {2020},
url = {https://doi.org/10.1109/IJCNN48605.2020.9207118},
doi = {10.1109/IJCNN48605.2020.9207118},
timestamp = {Tue, 06 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/KoryckiK20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2009-00919,
author = {Matthias De Lange and
Tinne Tuytelaars},
title = {Continual Prototype Evolution: Learning Online from Non-Stationary
Data Streams},
journal = {CoRR},
volume = {abs/2009.00919},
year = {2020},
url = {https://arxiv.org/abs/2009.00919},
eprinttype = {arXiv},
eprint = {2009.00919},
timestamp = {Wed, 16 Sep 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2009-00919.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/dke/MajdaraN19,
author = {Aref Majdara and
Saeid Nooshabadi},
title = {Online density estimation over high-dimensional stationary and non-stationary
data streams},
journal = {Data Knowl. Eng.},
volume = {123},
year = {2019},
url = {https://doi.org/10.1016/j.datak.2019.101718},
doi = {10.1016/J.DATAK.2019.101718},
timestamp = {Mon, 09 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/dke/MajdaraN19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/fgcs/UllahMHB19,
author = {Amin Ullah and
Khan Muhammad and
Ijaz Ul Haq and
Sung Wook Baik},
title = {Action recognition using optimized deep autoencoder and {CNN} for
surveillance data streams of non-stationary environments},
journal = {Future Gener. Comput. Syst.},
volume = {96},
pages = {386--397},
year = {2019},
url = {https://doi.org/10.1016/j.future.2019.01.029},
doi = {10.1016/J.FUTURE.2019.01.029},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/fgcs/UllahMHB19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/isci/PratamaW19,
author = {Mahardhika Pratama and
Dianhui Wang},
title = {Deep stacked stochastic configuration networks for lifelong learning
of non-stationary data streams},
journal = {Inf. Sci.},
volume = {495},
pages = {150--174},
year = {2019},
url = {https://doi.org/10.1016/j.ins.2019.04.055},
doi = {10.1016/J.INS.2019.04.055},
timestamp = {Sat, 09 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/isci/PratamaW19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/ZareMoodiSB19,
author = {Poorya ZareMoodi and
Sajjad Kamali Siahroudi and
Hamid Beigy},
title = {Concept-evolution detection in non-stationary data streams: a fuzzy
clustering approach},
journal = {Knowl. Inf. Syst.},
volume = {60},
number = {3},
pages = {1329--1352},
year = {2019},
url = {https://doi.org/10.1007/s10115-018-1266-y},
doi = {10.1007/S10115-018-1266-Y},
timestamp = {Wed, 21 Aug 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/kais/ZareMoodiSB19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/make/Arandjelovic19,
author = {Ognjen Arandjelovic},
title = {Targeted Adaptable Sample for Accurate and Efficient Quantile Estimation
in Non-Stationary Data Streams},
journal = {Mach. Learn. Knowl. Extr.},
volume = {1},
number = {3},
pages = {848--870},
year = {2019},
url = {https://doi.org/10.3390/make1030049},
doi = {10.3390/MAKE1030049},
timestamp = {Thu, 13 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/make/Arandjelovic19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dsc/MengWAWZL19,
author = {Qing Meng and
Yongheng Wang and
Jingbin An and
Zhongru Wang and
Baoxing Zhang and
Lijie Liu},
title = {Learning Non-Stationary Dynamic Bayesian Network Structure from Data
Stream},
booktitle = {Fourth {IEEE} International Conference on Data Science in Cyberspace,
{DSC} 2019, Hangzhou, China, June 23-25, 2019},
pages = {128--134},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/DSC.2019.00027},
doi = {10.1109/DSC.2019.00027},
timestamp = {Thu, 30 Jan 2020 15:32:06 +0100},
biburl = {https://dblp.org/rec/conf/dsc/MengWAWZL19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/dsc/ZhangWSG19,
author = {Bencai Zhang and
Hua{-}Rui Wu and
Yange Sun and
Ronghua Gao},
title = {Semi-Random Forest Based on Representative Patterns for Noisy and
Non-Stationary Data Stream},
booktitle = {Fourth {IEEE} International Conference on Data Science in Cyberspace,
{DSC} 2019, Hangzhou, China, June 23-25, 2019},
pages = {228--234},
publisher = {{IEEE}},
year = {2019},
url = {https://doi.org/10.1109/DSC.2019.00042},
doi = {10.1109/DSC.2019.00042},
timestamp = {Thu, 30 Jan 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/dsc/ZhangWSG19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/numta/FolinoPP19,
author = {Gianluigi Folino and
Francesco Sergio Pisani and
Luigi Pontieri},
editor = {Yaroslav D. Sergeyev and
Dmitri E. Kvasov},
title = {A Cybersecurity Framework for Classifying Non Stationary Data Streams
Exploiting Genetic Programming and Ensemble Learning},
booktitle = {Numerical Computations: Theory and Algorithms - Third International
Conference, {NUMTA} 2019, Crotone, Italy, June 15-21, 2019, Revised
Selected Papers, Part {I}},
series = {Lecture Notes in Computer Science},
volume = {11973},
pages = {269--277},
publisher = {Springer},
year = {2019},
url = {https://doi.org/10.1007/978-3-030-39081-5\_24},
doi = {10.1007/978-3-030-39081-5\_24},
timestamp = {Tue, 03 Mar 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/numta/FolinoPP19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ssdbm/TranFS19,
author = {Luan V. Tran and
Liyue Fan and
Cyrus Shahabi},
editor = {Carlos Maltzahn and
Tanu Malik},
title = {Outlier Detection in Non-stationary Data Streams},
booktitle = {Proceedings of the 31st International Conference on Scientific and
Statistical Database Management, {SSDBM} 2019, Santa Cruz, CA, USA,
July 23-25, 2019},
pages = {25--36},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3335783.3335788},
doi = {10.1145/3335783.3335788},
timestamp = {Mon, 13 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ssdbm/TranFS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/eswa/SiahroudiZB18,
author = {Sajjad Kamali Siahroudi and
Poorya ZareMoodi and
Hamid Beigy},
title = {Detection of evolving concepts in non-stationary data streams: {A}
multiple kernel learning approach},
journal = {Expert Syst. Appl.},
volume = {91},
pages = {187--197},
year = {2018},
url = {https://doi.org/10.1016/j.eswa.2017.08.033},
doi = {10.1016/J.ESWA.2017.08.033},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/eswa/SiahroudiZB18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ida/Verdecia-Cabrera18,
author = {Alberto Verdecia{-}Cabrera and
Isvani Inocencio Fr{\'{\i}}as Blanco and
Andr{\'{e}} C. P. L. F. de Carvalho},
title = {An online adaptive classifier ensemble for mining non-stationary data
streams},
journal = {Intell. Data Anal.},
volume = {22},
number = {4},
pages = {787--806},
year = {2018},
url = {https://doi.org/10.3233/IDA-173522},
doi = {10.3233/IDA-173522},
timestamp = {Wed, 25 Sep 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ida/Verdecia-Cabrera18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/sigpro/AkintayoS18,
author = {Adedotun Akintayo and
Soumik Sarkar},
title = {Hierarchical symbolic dynamic filtering of streaming non-stationary
time series data},
journal = {Signal Process.},
volume = {151},
pages = {76--88},
year = {2018},
url = {https://doi.org/10.1016/j.sigpro.2018.04.025},
doi = {10.1016/J.SIGPRO.2018.04.025},
timestamp = {Sat, 22 Feb 2020 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/sigpro/AkintayoS18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/KhavkinL18,
author = {Michael Khavkin and
Mark Last},
editor = {Hanghang Tong and
Zhenhui Jessie Li and
Feida Zhu and
Jeffrey Yu},
title = {Preserving Differential Privacy and Utility of Non-stationary Data
Streams},
booktitle = {2018 {IEEE} International Conference on Data Mining Workshops, {ICDM}
Workshops, Singapore, Singapore, November 17-20, 2018},
pages = {29--34},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/ICDMW.2018.00012},
doi = {10.1109/ICDMW.2018.00012},
timestamp = {Thu, 14 Nov 2019 15:37:05 +0100},
biburl = {https://dblp.org/rec/conf/icdm/KhavkinL18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/idc/LoboSLBK18,
author = {Jesus L. Lobo and
Javier Del Ser and
Ibai La{\~{n}}a and
Miren Nekane Bilbao and
Nikola K. Kasabov},
editor = {Javier Del Ser and
Eneko Osaba and
Miren Nekane Bilbao and
Javier J. S{\'{a}}nchez Medina and
Massimo Vecchio and
Xin{-}She Yang},
title = {Drift Detection over Non-stationary Data Streams Using Evolving Spiking
Neural Networks},
booktitle = {Intelligent Distributed Computing XII, 12th International Symposium
on Intelligent Distributed Computing, {IDC} 2018, Bilbao, Spain, 15-17
October 2018},
series = {Studies in Computational Intelligence},
volume = {798},
pages = {82--94},
publisher = {Springer},
year = {2018},
url = {https://doi.org/10.1007/978-3-319-99626-4\_8},
doi = {10.1007/978-3-319-99626-4\_8},
timestamp = {Sun, 02 Oct 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/idc/LoboSLBK18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/Chamby-DiazMBG18,
author = {Jorge C. Chamby{-}Diaz and
Mariana Recamonde Mendoza and
Ana L. C. Bazzan and
Ricardo Grunitzki},
title = {Adaptive Incremental Gaussian Mixture Network for Non-Stationary Data
Stream Classification},
booktitle = {2018 International Joint Conference on Neural Networks, {IJCNN} 2018,
Rio de Janeiro, Brazil, July 8-13, 2018},
pages = {1--8},
publisher = {{IEEE}},
year = {2018},
url = {https://doi.org/10.1109/IJCNN.2018.8489049},
doi = {10.1109/IJCNN.2018.8489049},
timestamp = {Sat, 19 Oct 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/Chamby-DiazMBG18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/KnoblauchJD18,
author = {Jeremias Knoblauch and
Jack Jewson and
Theodoros Damoulas},
editor = {Samy Bengio and
Hanna M. Wallach and
Hugo Larochelle and
Kristen Grauman and
Nicol{\`{o}} Cesa{-}Bianchi and
Roman Garnett},
title = {Doubly Robust Bayesian Inference for Non-Stationary Streaming Data
with {\textbackslash}beta-Divergences},
booktitle = {Advances in Neural Information Processing Systems 31: Annual Conference
on Neural Information Processing Systems 2018, NeurIPS 2018, December
3-8, 2018, Montr{\'{e}}al, Canada},
pages = {64--75},
year = {2018},
url = {https://proceedings.neurips.cc/paper/2018/hash/a3f390d88e4c41f2747bfa2f1b5f87db-Abstract.html},
timestamp = {Mon, 16 May 2022 15:41:51 +0200},
biburl = {https://dblp.org/rec/conf/nips/KnoblauchJD18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1804-08833,
author = {Suchismit Mahapatra and
Varun Chandola},
title = {Learning Manifolds from Non-stationary Streaming Data},
journal = {CoRR},
volume = {abs/1804.08833},
year = {2018},
url = {http://arxiv.org/abs/1804.08833},
eprinttype = {arXiv},
eprint = {1804.08833},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1804-08833.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1806-02261,
author = {Jeremias Knoblauch and
Jack Jewson and
Theodoros Damoulas},
title = {Doubly Robust Bayesian Inference for Non-Stationary Streaming Data
with {\(\beta\)}-Divergences},
journal = {CoRR},
volume = {abs/1806.02261},
year = {2018},
url = {http://arxiv.org/abs/1806.02261},
eprinttype = {arXiv},
eprint = {1806.02261},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1806-02261.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-02234,
author = {Mahardhika Pratama and
Dianhui Wang},
title = {Deep Stacked Stochastic Configuration Networks for Non-Stationary
Data Streams},
journal = {CoRR},
volume = {abs/1808.02234},
year = {2018},
url = {http://arxiv.org/abs/1808.02234},
eprinttype = {arXiv},
eprint = {1808.02234},
timestamp = {Sun, 02 Sep 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1808-02234.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1808-08517,
author = {Mahardhika Pratama and
Witold Pedrycz and
Geoffrey I. Webb},
title = {An Incremental Construction of Deep Neuro Fuzzy System for Continual
Learning of Non-stationary Data Streams},
journal = {CoRR},
volume = {abs/1808.08517},
year = {2018},
url = {http://arxiv.org/abs/1808.08517},
eprinttype = {arXiv},
eprint = {1808.08517},
timestamp = {Sun, 02 Sep 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1808-08517.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cec/FahyYG17,
author = {Conor Fahy and
Shengxiang Yang and
Mario Gongora},
title = {Finding Multi-Density Clusters in non-stationary data streams using
an Ant Colony with adaptive parameters},
booktitle = {2017 {IEEE} Congress on Evolutionary Computation, {CEC} 2017, Donostia,
San Sebasti{\'{a}}n, Spain, June 5-8, 2017},
pages = {673--680},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/CEC.2017.7969375},
doi = {10.1109/CEC.2017.7969375},
timestamp = {Tue, 03 May 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/cec/FahyYG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/globecom/ChenaghlouMLS17,
author = {Milad Chenaghlou and
Masud Moshtaghi and
Christopher Leckie and
Mahsa Salehi},
title = {An Efficient Method for Anomaly Detection in Non-Stationary Data Streams},
booktitle = {2017 {IEEE} Global Communications Conference, {GLOBECOM} 2017, Singapore,
December 4-8, 2017},
pages = {1--6},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/GLOCOM.2017.8255032},
doi = {10.1109/GLOCOM.2017.8255032},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/globecom/ChenaghlouMLS17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icassp/AbdiF17,
author = {Afshin Abdi and
Faramarz Fekri},
title = {Mixture source identification in non-stationary data streams with
applications in compression},
booktitle = {2017 {IEEE} International Conference on Acoustics, Speech and Signal
Processing, {ICASSP} 2017, New Orleans, LA, USA, March 5-9, 2017},
pages = {2502--2506},
publisher = {{IEEE}},
year = {2017},
url = {https://doi.org/10.1109/ICASSP.2017.7952607},
doi = {10.1109/ICASSP.2017.7952607},
timestamp = {Wed, 16 Oct 2019 14:14:52 +0200},
biburl = {https://dblp.org/rec/conf/icassp/AbdiF17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/hal/Allesiardo16,
author = {Robin Allesiardo},
title = {Bandits Manchots sur Flux de Donn{\'{e}}es Non Stationnaires.
(Multi-armed bandits for non-stationary data streams)},
school = {University of Paris-Saclay, France},
year = {2016},
url = {https://tel.archives-ouvertes.fr/tel-01420663},
timestamp = {Tue, 21 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/phd/hal/Allesiardo16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/ndltd/Souza16a,
author = {Vin{\'{\i}}cius Mour{\~{a}}o Alves de Souza},
title = {Classification of non-stationary data stream with application in sensors
for insect identification},
school = {University of S{\~{a}}o Paulo, Brazil},
year = {2016},
url = {http://www.teses.usp.br/teses/disponiveis/55/55134/tde-13122016-113648/},
timestamp = {Thu, 16 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/phd/ndltd/Souza16a.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/kais/HosseiniGB16,
author = {Mohammad Javad Hosseini and
Ameneh Gholipour and
Hamid Beigy},
title = {An ensemble of cluster-based classifiers for semi-supervised classification
of non-stationary data streams},
journal = {Knowl. Inf. Syst.},
volume = {46},
number = {3},
pages = {567--597},
year = {2016},
url = {https://doi.org/10.1007/s10115-015-0837-4},
doi = {10.1007/S10115-015-0837-4},
timestamp = {Thu, 14 Oct 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/kais/HosseiniGB16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/wilf/AbdullatifMRC16,
author = {Amr Abdullatif and
Francesco Masulli and
Stefano Rovetta and
Alberto Cabri},
editor = {Alfredo Petrosino and
Vincenzo Loia and
Witold Pedrycz},
title = {Graded Possibilistic Clustering of Non-stationary Data Streams},
booktitle = {Fuzzy Logic and Soft Computing Applications - 11th International Workshop,
{WILF} 2016, Naples, Italy, December 19-21, 2016, Revised Selected
Papers},
series = {Lecture Notes in Computer Science},
volume = {10147},
pages = {139--150},
year = {2016},
url = {https://doi.org/10.1007/978-3-319-52962-2\_12},
doi = {10.1007/978-3-319-52962-2\_12},
timestamp = {Sun, 25 Oct 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/wilf/AbdullatifMRC16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/SunZZZ16,
author = {Jianyong Sun and
Hu Zhang and
Aimin Zhou and
Qingfu Zhang},
title = {Learning from Non-Stationary Stream Data in Multiobjective Evolutionary
Algorithm},
journal = {CoRR},
volume = {abs/1606.05169},
year = {2016},
url = {http://arxiv.org/abs/1606.05169},
eprinttype = {arXiv},
eprint = {1606.05169},
timestamp = {Sun, 23 Sep 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/SunZZZ16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/ijon/ShakerH15,
author = {Ammar Shaker and
Eyke H{\"{u}}llermeier},
title = {Recovery analysis for adaptive learning from non-stationary data streams:
Experimental design and case study},
journal = {Neurocomputing},
volume = {150},
pages = {250--264},
year = {2015},
url = {https://doi.org/10.1016/j.neucom.2014.09.076},
doi = {10.1016/J.NEUCOM.2014.09.076},
timestamp = {Sat, 20 May 2017 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/ijon/ShakerH15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/jbd/SilvaM15,
author = {Bruno Silva and
Nuno Cavalheiro Marques},
title = {The ubiquitous self-organizing map for non-stationary data streams},
journal = {J. Big Data},
volume = {2},
pages = {27},
year = {2015},
url = {https://doi.org/10.1186/s40537-015-0033-0},
doi = {10.1186/S40537-015-0033-0},
timestamp = {Sun, 02 Jun 2019 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/jbd/SilvaM15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aaai/ParkerK15,
author = {Brandon Shane Parker and
Latifur Khan},
editor = {Blai Bonet and
Sven Koenig},
title = {Detecting and Tracking Concept Class Drift and Emergence in Non-Stationary
Fast Data Streams},
booktitle = {Proceedings of the Twenty-Ninth {AAAI} Conference on Artificial Intelligence,
January 25-30, 2015, Austin, Texas, {USA}},
pages = {2908--2913},
publisher = {{AAAI} Press},
year = {2015},
url = {https://doi.org/10.1609/aaai.v29i1.9588},
doi = {10.1609/AAAI.V29I1.9588},
timestamp = {Mon, 18 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aaai/ParkerK15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/bigdataconf/KimMS15,
author = {Hyunjoo Kim and
Sriganesh Madhvanath and
Tong Sun},
title = {Hybrid active learning for non-stationary streaming data with asynchronous
labeling},
booktitle = {2015 {IEEE} International Conference on Big Data {(IEEE} BigData 2015),
Santa Clara, CA, USA, October 29 - November 1, 2015},
pages = {287--292},
publisher = {{IEEE} Computer Society},
year = {2015},
url = {https://doi.org/10.1109/BigData.2015.7363766},
doi = {10.1109/BIGDATA.2015.7363766},
timestamp = {Fri, 19 Nov 2021 16:08:20 +0100},
biburl = {https://dblp.org/rec/conf/bigdataconf/KimMS15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/ArandjelovicPV15,
author = {Ognjen Arandjelovic and
Duc{-}Son Pham and
Svetha Venkatesh},
title = {The adaptable buffer algorithm for high quantile estimation in non-stationary
data streams},
booktitle = {2015 International Joint Conference on Neural Networks, {IJCNN} 2015,
Killarney, Ireland, July 12-17, 2015},
pages = {1--7},
publisher = {{IEEE}},
year = {2015},
url = {https://doi.org/10.1109/IJCNN.2015.7280314},
doi = {10.1109/IJCNN.2015.7280314},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/ArandjelovicPV15.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ArandjelovicPV15b,
author = {Ognjen Arandjelovic and
Duc{-}Son Pham and
Svetha Venkatesh},
title = {The adaptable buffer algorithm for high quantile estimation in non-stationary
data streams},
journal = {CoRR},
volume = {abs/1504.05302},
year = {2015},
url = {http://arxiv.org/abs/1504.05302},
eprinttype = {arXiv},
eprint = {1504.05302},
timestamp = {Wed, 10 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/ArandjelovicPV15b.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/mlc/GhazikhaniMY14,
author = {Adel Ghazikhani and
Reza Monsefi and
Hadi Sadoghi Yazdi},
title = {Online neural network model for non-stationary and imbalanced data
stream classification},
journal = {Int. J. Mach. Learn. Cybern.},
volume = {5},
number = {1},
pages = {51--62},
year = {2014},
url = {https://doi.org/10.1007/s13042-013-0180-6},
doi = {10.1007/S13042-013-0180-6},
timestamp = {Tue, 25 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/mlc/GhazikhaniMY14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icdm/ParkerKB14,
author = {Brandon Parker and
Latifur Khan and
Albert Bifet},
editor = {Zhi{-}Hua Zhou and
Wei Wang and
Ravi Kumar and
Hannu Toivonen and
Jian Pei and
Joshua Zhexue Huang and
Xindong Wu},
title = {Incremental Ensemble Classifier Addressing Non-stationary Fast Data
Streams},
booktitle = {2014 {IEEE} International Conference on Data Mining Workshops, {ICDM}
Workshops 2014, Shenzhen, China, December 14, 2014},
pages = {716--723},
publisher = {{IEEE} Computer Society},
year = {2014},
url = {https://doi.org/10.1109/ICDMW.2014.116},
doi = {10.1109/ICDMW.2014.116},
timestamp = {Fri, 24 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icdm/ParkerKB14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ijcnn/SongY14,
author = {Ge Song and
Yunming Ye},
title = {A new ensemble method for multi-label data stream classification in
non-stationary environment},
booktitle = {2014 International Joint Conference on Neural Networks, {IJCNN} 2014,
Beijing, China, July 6-11, 2014},
pages = {1776--1783},
publisher = {{IEEE}},
year = {2014},
url = {https://doi.org/10.1109/IJCNN.2014.6889846},
doi = {10.1109/IJCNN.2014.6889846},
timestamp = {Wed, 16 Oct 2019 14:14:55 +0200},
biburl = {https://dblp.org/rec/conf/ijcnn/SongY14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/ArandjelovicPV14a,
author = {Ognjen Arandjelovic and
Duc{-}Son Pham and
Svetha Venkatesh},
title = {Two maximum entropy based algorithms for running quantile estimation
in non-stationary data streams},
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author = {Adel Ghazikhani and
Reza Monsefi and
Hadi Sadoghi Yazdi},
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@inproceedings{DBLP:conf/cores/ShakerH13,
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Eyke H{\"{u}}llermeier},
editor = {Robert Burduk and
Konrad Jackowski and
Marek Kurzynski and
Michal Wozniak and
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title = {Recovery Analysis for Adaptive Learning from Non-stationary Data Streams},
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editor = {Sung Y. Shin and
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Yong Feng and
Jiang Zhong},
title = {Self-adaptive Change Detection in Streaming Data with Non-stationary
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@inproceedings{DBLP:conf/lwa/KlanKPS08,
author = {Daniel Klan and
Marcel Karnstedt and
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editor = {Joachim Baumeister and
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title = {Towards Burst Detection for Non-Stationary Stream Data},
booktitle = {{LWA} 2008 - Workshop-Woche: Lernen, Wissen {\&} Adaptivit{\"{a}}t,
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series = {Technical Report},
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publisher = {Department of Computer Science, University of W{\"{u}}rzburg,
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