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Geoffrey I. Webb
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- affiliation: Monash University, Melbourne, Australia
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2020 – today
- 2024
- [j122]Mengmeng Gao, Daokun Zhang, Yi Chen
, Yiwen Zhang
, Zhikang Wang
, Xiaoyu Wang, Shanshan Li
, Yuming Guo, Geoffrey I. Webb
, Anh T. N. Nguyen
, Lauren T. May
, Jiangning Song
:
GraphormerDTI: A graph transformer-based approach for drug-target interaction prediction. Comput. Biol. Medicine 173: 108339 (2024) - [j121]Navid Mohammadi Foumani
, Lynn Miller
, Chang Wei Tan
, Geoffrey I. Webb
, Germain Forestier
, Mahsa Salehi
:
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey. ACM Comput. Surv. 56(9): 217:1-217:45 (2024) - [j120]Navid Mohammadi Foumani
, Chang Wei Tan, Geoffrey I. Webb, Mahsa Salehi:
Improving position encoding of transformers for multivariate time series classification. Data Min. Knowl. Discov. 38(1): 22-48 (2024) - [j119]Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb:
quant: a minimalist interval method for time series classification. Data Min. Knowl. Discov. 38(4): 2377-2402 (2024) - [j118]Navid Mohammadi Foumani, Chang Wei Tan, Geoffrey I. Webb, Hamid Rezatofighi, Mahsa Salehi:
Series2vec: similarity-based self-supervised representation learning for time series classification. Data Min. Knowl. Discov. 38(4): 2520-2544 (2024) - [j117]Huan Yee Koh
, Anh T. N. Nguyen
, Shirui Pan
, Lauren T. May
, Geoffrey I. Webb
:
Physicochemical graph neural network for learning protein-ligand interaction fingerprints from sequence data. Nat. Mac. Intell. 6(6): 673-687 (2024) - [e16]Tongliang Liu
, Geoffrey I. Webb
, Lin Yue
, Dadong Wang
:
AI 2023: Advances in Artificial Intelligence - 36th Australasian Joint Conference on Artificial Intelligence, AI 2023, Brisbane, QLD, Australia, November 28 - December 1, 2023, Proceedings, Part I. Lecture Notes in Computer Science 14471, Springer 2024, ISBN 978-981-99-8387-2 [contents] - [e15]Tongliang Liu
, Geoffrey I. Webb
, Lin Yue
, Dadong Wang
:
AI 2023: Advances in Artificial Intelligence - 36th Australasian Joint Conference on Artificial Intelligence, AI 2023, Brisbane, QLD, Australia, November 28 - December 1, 2023, Proceedings, Part II. Lecture Notes in Computer Science 14472, Springer 2024, ISBN 978-981-99-8390-2 [contents] - [d184]Huan Yee Koh
, Anh T. N. Nguyen
, Shirui Pan
, Lauren T. May
, Geoffrey I. Webb
:
Datasets for "Physicochemical graph neural network for learning protein-ligand interaction fingerprints from sequence data". Zenodo, 2024 - [i59]Angus Dempster, Geoffrey I. Webb, Daniel F. Schmidt:
Prevalidated ridge regression is a highly-efficient drop-in replacement for logistic regression for high-dimensional data. CoRR abs/2401.15610 (2024) - [i58]Lynn Miller
, Charlotte Pelletier, Geoffrey I. Webb:
Deep Learning for Satellite Image Time Series Analysis: A Review. CoRR abs/2404.03936 (2024) - [i57]Zahra Zamanzadeh Darban, Geoffrey I. Webb, Mahsa Salehi:
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series. CoRR abs/2404.11269 (2024) - [i56]Shiyuan Li, Yixin Liu, Qingfeng Chen, Geoffrey I. Webb, Shirui Pan:
Noise-Resilient Unsupervised Graph Representation Learning via Multi-Hop Feature Quality Estimation. CoRR abs/2407.19944 (2024) - 2023
- [j116]Yan Zhu
, Fuyi Li
, Xudong Guo, Xiaoyu Wang, Lachlan J. M. Coin, Geoffrey I. Webb, Jiangning Song
, Cangzhi Jia
:
TIMER is a Siamese neural network-based framework for identifying both general and species-specific bacterial promoters. Briefings Bioinform. 24(4) (2023) - [j115]Tong Pan, Chen Li, Yue Bi, Zhikang Wang, Robin B. Gasser
, Anthony W. Purcell, Tatsuya Akutsu, Geoffrey I. Webb
, Seiya Imoto
, Jiangning Song
:
PFresGO: an attention mechanism-based deep-learning approach for protein annotation by integrating gene ontology inter-relationships. Bioinform. 39(3) (2023) - [j114]Angus Dempster
, Daniel F. Schmidt, Geoffrey I. Webb:
Hydra: competing convolutional kernels for fast and accurate time series classification. Data Min. Knowl. Discov. 37(5): 1779-1805 (2023) - [j113]Matthieu Herrmann, Chang Wei Tan
, Geoffrey I. Webb:
Parameterizing the cost function of dynamic time warping with application to time series classification. Data Min. Knowl. Discov. 37(5): 2024-2045 (2023) - [j112]Yashpal Ramakrishnaiah
, Nenad Macesic
, Geoffrey I. Webb
, Anton Y. Peleg
, Sonika Tyagi
:
EHR-QC: A streamlined pipeline for automated electronic health records standardisation and preprocessing to predict clinical outcomes. J. Biomed. Informatics 147: 104509 (2023) - [j111]Chang Wei Tan
, Matthieu Herrmann
, Geoffrey I. Webb
:
Ultra-fast meta-parameter optimization for time series similarity measures with application to nearest neighbour classification. Knowl. Inf. Syst. 65(5): 2123-2157 (2023) - [j110]Ahmed Shifaz
, Charlotte Pelletier
, François Petitjean, Geoffrey I. Webb
:
Elastic similarity and distance measures for multivariate time series. Knowl. Inf. Syst. 65(6): 2665-2698 (2023) - [j109]Benjamin Lucas
, Charlotte Pelletier
, Daniel F. Schmidt, Geoffrey I. Webb
, François Petitjean:
A Bayesian-inspired, deep learning-based, semi-supervised domain adaptation technique for land cover mapping. Mach. Learn. 112(6): 1941-1973 (2023) - [j108]Rakshitha Godahewa
, Geoffrey I. Webb
, Daniel F. Schmidt, Christoph Bergmeir:
SETAR-Tree: a novel and accurate tree algorithm for global time series forecasting. Mach. Learn. 112(7): 2555-2591 (2023) - [j107]Matthieu Herrmann
, Geoffrey I. Webb
:
Amercing: An intuitive and effective constraint for dynamic time warping. Pattern Recognit. 137: 109333 (2023) - [j106]Huan Zhang
, Liangxiao Jiang
, Geoffrey I. Webb
:
Rigorous non-disjoint discretization for naive Bayes. Pattern Recognit. 140: 109554 (2023) - [c94]Loong Kuan Lee
, Nico Piatkowski, François Petitjean, Geoffrey I. Webb:
Computing Divergences between Discrete Decomposable Models. AAAI 2023: 12243-12251 - [c93]Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier:
ShapeDBA: Generating Effective Time Series Prototypes Using ShapeDTW Barycenter Averaging. AALTD@ECML/PKDD 2023: 127-142 - [c92]Loong Kuan Lee, Geoffrey I. Webb, Daniel F. Schmidt, Nico Piatkowski:
Computing Marginal and Conditional Divergences between Decomposable Models with Applications. ICDM 2023: 239-248 - [c91]Viet Huynh, Buser Say, Peter Vogel, Lucy Cao, Geoffrey I. Webb, Aldeida Aleti:
Rapid Identification of Protein Formulations with Bayesian Optimisation. ICMLA 2023: 776-781 - [i55]Matthieu Herrmann, Chang Wei Tan, Geoffrey I. Webb:
Parameterizing the cost function of Dynamic Time Warping with application to time series classification. CoRR abs/2301.10350 (2023) - [i54]Seyed Navid Mohammadi Foumani
, Lynn Miller
, Chang Wei Tan, Geoffrey I. Webb, Germain Forestier, Mahsa Salehi
:
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey. CoRR abs/2302.02515 (2023) - [i53]Matthieu Herrmann, Chang Wei Tan, Mahsa Salehi
, Geoffrey I. Webb:
Proximity Forest 2.0: A new effective and scalable similarity-based classifier for time series. CoRR abs/2304.05800 (2023) - [i52]Ali Ismail-Fawaz, Angus Dempster, Chang Wei Tan, Matthieu Herrmann, Lynn Miller
, Daniel F. Schmidt, Stefano Berretti, Jonathan Weber, Maxime Devanne, Germain Forestier, Geoffrey I. Webb:
An Approach to Multiple Comparison Benchmark Evaluations that is Stable Under Manipulation of the Comparate Set. CoRR abs/2305.11921 (2023) - [i51]Seyed Navid Mohammadi Foumani, Chang Wei Tan, Geoffrey I. Webb, Mahsa Salehi:
Improving Position Encoding of Transformers for Multivariate Time Series Classification. CoRR abs/2305.16642 (2023) - [i50]Ming Jin, Huan Yee Koh, Qingsong Wen, Daniele Zambon, Cesare Alippi, Geoffrey I. Webb, Irwin King, Shirui Pan:
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection. CoRR abs/2307.03759 (2023) - [i49]Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb:
QUANT: A Minimalist Interval Method for Time Series Classification. CoRR abs/2308.00928 (2023) - [i48]Zahra Zamanzadeh Darban, Geoffrey I. Webb, Shirui Pan, Mahsa Salehi:
CARLA: A Self-supervised Contrastive Representation Learning Approach for Time Series Anomaly Detection. CoRR abs/2308.09296 (2023) - [i47]Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier:
ShapeDBA: Generating Effective Time Series Prototypes using ShapeDTW Barycenter Averaging. CoRR abs/2309.16353 (2023) - [i46]Amr Abourayya, Jens Kleesiek, Kanishka Rao, Erman Ayday, Bharat Rao, Geoffrey I. Webb, Michael Kamp:
Protecting Sensitive Data through Federated Co-Training. CoRR abs/2310.05696 (2023) - [i45]Yizhen Zheng, Huan Yee Koh, Jiaxin Ju, Anh T. N. Nguyen, Lauren T. May, Geoffrey I. Webb, Shirui Pan:
Large Language Models for Scientific Synthesis, Inference and Explanation. CoRR abs/2310.07984 (2023) - [i44]Loong Kuan Lee, Geoffrey I. Webb, Daniel F. Schmidt, Nico Piatkowski:
Computing Marginal and Conditional Divergences between Decomposable Models with Applications. CoRR abs/2310.09129 (2023) - [i43]Navid Mohammadi Foumani
, Chang Wei Tan, Geoffrey I. Webb, Hamid Rezatofighi, Mahsa Salehi:
Series2Vec: Similarity-based Self-supervised Representation Learning for Time Series Classification. CoRR abs/2312.03998 (2023) - 2022
- [j105]Fuyi Li, Shuangyu Dong, André Leier, Meiya Han, Xudong Guo, Jing Xu, Xiaoyu Wang, Shirui Pan, Cangzhi Jia, Yang Zhang, Geoffrey I. Webb
, Lachlan J. M. Coin
, Chen Li, Jiangning Song
:
Positive-unlabeled learning in bioinformatics and computational biology: a brief review. Briefings Bioinform. 23(1) (2022) - [j104]Xiaoyu Wang, Fuyi Li
, Jing Xu, Jia Rong, Geoffrey I. Webb
, Zongyuan Ge, Jian Li
, Jiangning Song
:
ASPIRER: a new computational approach for identifying non-classical secreted proteins based on deep learning. Briefings Bioinform. 23(2) (2022) - [j103]Meng Zhang
, Cangzhi Jia, Fuyi Li
, Chen Li
, Yan Zhu
, Tatsuya Akutsu, Geoffrey I. Webb
, Quan Zou, Lachlan J. M. Coin
, Jiangning Song
:
Critical assessment of computational tools for prokaryotic and eukaryotic promoter prediction. Briefings Bioinform. 23(2) (2022) - [j102]Yue Bi, Fuyi Li
, Xudong Guo, Zhikang Wang, Tong Pan, Yuming Guo
, Geoffrey I. Webb
, Jianhua Yao, Cangzhi Jia
, Jiangning Song
:
Clarion is a multi-label problem transformation method for identifying mRNA subcellular localizations. Briefings Bioinform. 23(6) (2022) - [j101]Yanan Wang, Changyuan Hu, Terry Kwok, Christopher A. Bain, Xiangyang Xue, Robin B. Gasser
, Geoffrey I. Webb
, Alex Boussioutas, Xian Shen, Roger J. Daly
, Jiangning Song
:
DEMoS: a deep learning-based ensemble approach for predicting the molecular subtypes of gastric adenocarcinomas from histopathological images. Bioinform. 38(17): 4206-4213 (2022) - [j100]Chaitanya Manapragada
, Heitor Murilo Gomes
, Mahsa Salehi
, Albert Bifet
, Geoffrey I. Webb
:
An eager splitting strategy for online decision trees in ensembles. Data Min. Knowl. Discov. 36(2): 566-619 (2022) - [j99]Chang Wei Tan
, Angus Dempster, Christoph Bergmeir, Geoffrey I. Webb
:
MultiRocket: multiple pooling operators and transformations for fast and effective time series classification. Data Min. Knowl. Discov. 36(5): 1623-1646 (2022) - [j98]Lynn Miller
, Liujun Zhu
, Marta Yebra
, Christoph Rüdiger, Geoffrey I. Webb
:
Multi-modal temporal CNNs for live fuel moisture content estimation. Environ. Model. Softw. 156: 105467 (2022) - [j97]Shahid Iqbal, Fang Ge, Fuyi Li
, Tatsuya Akutsu, Yuanting Zheng, Robin B. Gasser
, Dong-Jun Yu
, Geoffrey I. Webb
, Jiangning Song
:
PROST: AlphaFold2-aware Sequence-Based Predictor to Estimate Protein Stability Changes upon Missense Mutations. J. Chem. Inf. Model. 62(17): 4270-4282 (2022) - [j96]Khanh Nguyen
, Trung Le
, Tu Dinh Nguyen, Geoffrey I. Webb
, Dinh Phung
:
Robust Variational Learning for Multiclass Kernel Models With Stein Refinement. IEEE Trans. Knowl. Data Eng. 34(9): 4425-4438 (2022) - [c90]Chaitanya Manapragada
, Mahsa Salehi
, Geoffrey I. Webb
:
Extremely Fast Hoeffding Adaptive Tree. ICDM 2022: 319-328 - [c89]Gautier Pialla, Hassan Ismail Fawaz, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Christoph Bergmeir, Daniel F. Schmidt, Geoffrey I. Webb
, Germain Forestier
:
Smooth Perturbations for Time Series Adversarial Attacks. PAKDD (1) 2022: 485-496 - [d183]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Extended Wikipedia Web Traffic Daily Dataset (with Missing Values). Zenodo, 2022 - [d182]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Extended Wikipedia Web Traffic Daily Dataset (without Missing Values). Zenodo, 2022 - [i42]Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb:
HYDRA: Competing convolutional kernels for fast and accurate time series classification. CoRR abs/2203.13652 (2022) - [i41]Zahra Zamanzadeh Darban, Geoffrey I. Webb
, Shirui Pan, Charu C. Aggarwal, Mahsa Salehi
:
Deep Learning for Time Series Anomaly Detection: A Survey. CoRR abs/2211.05244 (2022) - [i40]Rakshitha Godahewa, Geoffrey I. Webb
, Daniel F. Schmidt, Christoph Bergmeir:
SETAR-Tree: A Novel and Accurate Tree Algorithm for Global Time Series Forecasting. CoRR abs/2211.08661 (2022) - 2021
- [j95]Shutao Mei
, Fuyi Li
, Dongxu Xiang, Rochelle Ayala, Pouya Faridi, Geoffrey I. Webb
, Patricia T. Illing
, Jamie Rossjohn
, Tatsuya Akutsu, Nathan P. Croft, Anthony W. Purcell, Jiangning Song
:
Anthem: a user customised tool for fast and accurate prediction of binding between peptides and HLA class I molecules. Briefings Bioinform. 22(5) (2021) - [j94]Shahid Iqbal, Fuyi Li, Tatsuya Akutsu, David B. Ascher, Geoffrey I. Webb
, Jiangning Song
:
Assessing the performance of computational predictors for estimating protein stability changes upon missense mutations. Briefings Bioinform. 22(6) (2021) - [j93]Yanan Wang, Litao Yang, Geoffrey I. Webb
, Zongyuan Ge, Jiangning Song
:
OCTID: a one-class learning-based Python package for tumor image detection. Bioinform. 37(21): 3986-3988 (2021) - [j92]Yanan Wang, Nicolas Coudray, Yun Zhao
, Fuyi Li
, Changyuan Hu, Yao-Zhong Zhang, Seiya Imoto
, Aristotelis Tsirigos
, Geoffrey I. Webb
, Roger J. Daly, Jiangning Song
:
HEAL: an automated deep learning framework for cancer histopathology image analysis. Bioinform. 37(22): 4291-4295 (2021) - [j91]Chang Wei Tan
, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb
:
Time series extrinsic regression. Data Min. Knowl. Discov. 35(3): 1032-1060 (2021) - [j90]Matthieu Herrmann
, Geoffrey I. Webb
:
Early abandoning and pruning for elastic distances including dynamic time warping. Data Min. Knowl. Discov. 35(6): 2577-2601 (2021) - [j89]Rakshitha Godahewa
, Kasun Bandara
, Geoffrey I. Webb
, Slawek Smyl
, Christoph Bergmeir:
Ensembles of localised models for time series forecasting. Knowl. Based Syst. 233: 107518 (2021) - [j88]Geoffrey I. Webb
, François Petitjean:
Tight lower bounds for dynamic time warping. Pattern Recognit. 115: 107895 (2021) - [j87]Menglu Li
, Yanan Wang, Fuyi Li
, Yun Zhao
, Mengya Liu, Sijia Zhang
, Yannan Bin
, Alexander Ian Smith, Geoffrey I. Webb
, Jian Li, Jiangning Song
, Junfeng Xia
:
A Deep Learning-Based Method for Identification of Bacteriophage-Host Interaction. IEEE ACM Trans. Comput. Biol. Bioinform. 18(5): 1801-1810 (2021) - [c88]Chang Wei Tan
, Matthieu Herrmann, Geoffrey I. Webb
:
Ultra fast warping window optimization for Dynamic Time Warping. ICDM 2021: 589-598 - [c87]Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb
:
MiniRocket: A Very Fast (Almost) Deterministic Transform for Time Series Classification. KDD 2021: 248-257 - [c86]Rakshitha Godahewa, Christoph Bergmeir, Geoffrey I. Webb, Rob J. Hyndman, Pablo Montero-Manso:
Monash Time Series Forecasting Archive. NeurIPS Datasets and Benchmarks 2021 - [c85]Mario Boley, Simon Teshuva, Pierre Le Bodic, Geoffrey I. Webb:
Better Short than Greedy: Interpretable Models through Optimal Rule Boosting. SDM 2021: 351-359 - [d181]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Australian Electricity Demand Dataset. Zenodo, 2021 - [d180]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
COVID-19 Mobility Dataset (with Missing Values). Zenodo, 2021 - [d179]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
COVID-19 Mobility Dataset (without Missing Values). Zenodo, 2021 - [d178]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Bitcoin Dataset with Missing Values. Zenodo, 2021 - [d177]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Bitcoin Dataset without Missing Values. Zenodo, 2021 - [d176]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Rideshare Dataset with Missing Values. Zenodo, 2021 - [d175]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Rideshare Dataset without Missing Values. Zenodo, 2021 - [d174]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Vehicle Trips Dataset with Missing Values. Zenodo, 2021 - [d173]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Vehicle Trips Dataset without Missing Values. Zenodo, 2021 - [d172]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Temperature Rain Dataset with Missing Values. Zenodo, 2021 - [d171]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Temperature Rain Dataset without Missing Values. Zenodo, 2021 - [d170]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Oikolab Weather Dataset. Zenodo, 2021 - [i39]Mario Boley, Simon Teshuva, Pierre Le Bodic, Geoffrey I. Webb:
Better Short than Greedy: Interpretable Models through Optimal Rule Boosting. CoRR abs/2101.08380 (2021) - [i38]Chang Wei Tan, Angus Dempster, Christoph Bergmeir, Geoffrey I. Webb:
MultiRocket: Effective summary statistics for convolutional outputs in time series classification. CoRR abs/2102.00457 (2021) - [i37]Matthieu Herrmann, Geoffrey I. Webb:
Early Abandoning and Pruning for Elastic Distances. CoRR abs/2102.05221 (2021) - [i36]Geoffrey I. Webb, François Petitjean:
Tight lower bounds for Dynamic Time Warping. CoRR abs/2102.07076 (2021) - [i35]Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb:
Elastic Similarity Measures for Multivariate Time Series Classification. CoRR abs/2102.10231 (2021) - [i34]Rakshitha Godahewa, Christoph Bergmeir, Geoffrey I. Webb, Rob J. Hyndman, Pablo Montero-Manso:
Monash Time Series Forecasting Archive. CoRR abs/2105.06643 (2021) - [i33]Matthieu Herrmann, Geoffrey I. Webb:
Amercing: An Intuitive, Elegant and Effective Constraint for Dynamic Time Warping. CoRR abs/2111.13314 (2021) - [i32]Loong Kuan Lee, Nico Piatkowski, François Petitjean, Geoffrey I. Webb:
Estimating Divergences in High Dimensions. CoRR abs/2112.04583 (2021) - 2020
- [j86]Nayyar Abbas Zaidi
, Yang Du
, Geoffrey I. Webb
:
On the Effectiveness of Discretizing Quantitative Attributes in Linear Classifiers. IEEE Access 8: 198856-198871 (2020) - [j85]Zhen Chen
, Pei Zhao, Fuyi Li
, Tatiana T. Marquez-Lago, André Leier
, Jerico Nico De Leon Revote, Yan Zhu, David R. Powell, Tatsuya Akutsu
, Geoffrey I. Webb
, Kuo-Chen Chou, Alexander Ian Smith, Roger J. Daly
, Jian Li, Jiangning Song
:
iLearn : an integrated platform and meta-learner for feature engineering, machine-learning analysis and modeling of DNA, RNA and protein sequence data. Briefings Bioinform. 21(3): 1047-1057 (2020) - [j84]Fuyi Li
, Cunshuo Fan
, Tatiana T. Marquez-Lago, André Leier, Jerico Nico De Leon Revote, Cangzhi Jia, Yan Zhu, Alexander Ian Smith, Geoffrey I. Webb
, Quanzhong Liu
, Leyi Wei
, Jian Li, Jiangning Song
:
PRISMOID: a comprehensive 3D structure database for post-translational modifications and mutations with functional impact. Briefings Bioinform. 21(3): 1069-1079 (2020) - [j83]Zhen Chen
, Pei Zhao, Fuyi Li
, Yanan Wang, Alexander Ian Smith, Geoffrey I. Webb
, Tatsuya Akutsu
, Abdelkader Baggag, Halima Bensmail, Jiangning Song
:
Comprehensive review and assessment of computational methods for predicting RNA post-transcriptional modification sites from RNA sequences. Briefings Bioinform. 21(5): 1676-1696 (2020) - [j82]Fuyi Li
, Jinxiang Chen, André Leier, Tatiana T. Marquez-Lago, Quanzhong Liu
, Yanze Wang, Jerico Nico De Leon Revote, Alexander Ian Smith, Tatsuya Akutsu
, Geoffrey I. Webb
, Lukasz A. Kurgan
, Jiangning Song
:
DeepCleave: a deep learning predictor for caspase and matrix metalloprotease substrates and cleavage sites. Bioinform. 36(4): 1057-1065 (2020) - [j81]Chang Wei Tan
, François Petitjean
, Geoffrey I. Webb
:
FastEE: Fast Ensembles of Elastic Distances for time series classification. Data Min. Knowl. Discov. 34(1): 231-272 (2020) - [j80]Ahmed Shifaz
, Charlotte Pelletier
, François Petitjean
, Geoffrey I. Webb
:
TS-CHIEF: a scalable and accurate forest algorithm for time series classification. Data Min. Knowl. Discov. 34(3): 742-775 (2020) - [j79]Angus Dempster
, François Petitjean
, Geoffrey I. Webb
:
ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels. Data Min. Knowl. Discov. 34(5): 1454-1495 (2020) - [j78]Hassan Ismail Fawaz
, Benjamin Lucas
, Germain Forestier
, Charlotte Pelletier
, Daniel F. Schmidt, Jonathan Weber
, Geoffrey I. Webb
, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean:
InceptionTime: Finding AlexNet for time series classification. Data Min. Knowl. Discov. 34(6): 1936-1962 (2020) - [j77]Fuyi Li
, André Leier
, Quanzhong Liu
, Yanan Wang
, Dongxu Xiang
, Tatsuya Akutsu
, Geoffrey I. Webb
, Alexander Ian Smith
, Tatiana T. Marquez-Lago
, Jian Li
, Jiangning Song
:
Procleave: Predicting Protease-specific Substrate Cleavage Sites by Combining Sequence and Structural Information. Genom. Proteom. Bioinform. 18(1): 52-64 (2020) - [j76]Zhen Chen
, Pei Zhao, Fuyi Li
, André Leier, Tatiana T. Marquez-Lago, Geoffrey I. Webb
, Abdelkader Baggag, Halima Bensmail, Jiangning Song
:
PROSPECT: A web server for predicting protein histidine phosphorylation sites. J. Bioinform. Comput. Biol. 18(4): 2050018:1-2050018:17 (2020) - [j75]Igor Goldenberg
, Geoffrey I. Webb
:
PCA-based drift and shift quantification framework for multidimensional data. Knowl. Inf. Syst. 62(7): 2835-2854 (2020) - [j74]Shenglei Chen, Geoffrey I. Webb
, Linyuan Liu, Xin Ma:
A novel selective naïve Bayes algorithm. Knowl. Based Syst. 192: 105361 (2020) - [j73]Mahardhika Pratama
, Witold Pedrycz
, Geoffrey I. Webb
:
An Incremental Construction of Deep Neuro Fuzzy System for Continual Learning of Nonstationary Data Streams. IEEE Trans. Fuzzy Syst. 28(7): 1315-1328 (2020) - [c84]Raphael Fischer, Nico Piatkowski, Charlotte Pelletier
, Geoffrey I. Webb
, François Petitjean, Katharina Morik:
No Cloud on the Horizon: Probabilistic Gap Filling in Satellite Image Series. DSAA 2020: 546-555 - [c83]Benjamin Lucas
, Charlotte Pelletier
, Daniel F. Schmidt, Geoffrey I. Webb
, François Petitjean:
Unsupervised Domain Adaptation Techniques for Classification of Satellite Image Time Series. IGARSS 2020: 1074-1077 - [c82]Geoffrey I. Webb:
Time Series Classification at Scale. LWDA 2020: 2 - [e14]Geoffrey I. Webb, Zhongfei Zhang, Vincent S. Tseng, Graham Williams, Michalis Vlachos, Longbing Cao:
7th IEEE International Conference on Data Science and Advanced Analytics, DSAA 2020, Sydney, Australia, October 6-9, 2020. IEEE 2020, ISBN 978-1-7281-8206-3 [contents] - [d169]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
CIF 2016 Dataset. Version 1. Zenodo, 2020 [all versions] - [d168]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Tourism Yearly Dataset. Version 1. Zenodo, 2020 [all versions] - [d167]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Monthly Dataset. Version 1. Zenodo, 2020 [all versions] - [d166]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Weekly Dataset. Version 1. Zenodo, 2020 [all versions] - [d165]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Daily Dataset. Version 1. Zenodo, 2020 [all versions] - [d164]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Hourly Dataset. Version 1. Zenodo, 2020 [all versions] - [d163]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Melbourne Pedestrian Counts Dataset. Version 1. Zenodo, 2020 [all versions] - [d162]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Kaggle Wikipedia Web Traffic Daily Dataset (with Missing Values). Version 1. Zenodo, 2020 [all versions] - [d161]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Kaggle Wikipedia Web Traffic Daily Dataset (without Missing Values). Version 1. Zenodo, 2020 [all versions] - [d160]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Kaggle Wikipedia Web Traffic Weekly Dataset. Version 1. Zenodo, 2020 [all versions] - [d159]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
London Smart Meters Dataset (with Missing Values). Version 1. Zenodo, 2020 [all versions] - [d158]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
London Smart Meters Dataset (without Missing Values). Version 1. Zenodo, 2020 [all versions] - [d157]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
KDD Cup Dataset (with Missing Values). Version 1. Zenodo, 2020 [all versions] - [d156]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
KDD Cup Dataset (without Missing Values). Version 1. Zenodo, 2020 [all versions] - [d155]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
KDD Cup Dataset (with Missing Values). Version 2. Zenodo, 2020 [all versions] - [d154]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
KDD Cup Dataset (without Missing Values). Version 2. Zenodo, 2020 [all versions] - [d153]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
KDD Cup Dataset (without Missing Values). Version 3. Zenodo, 2020 [all versions] - [d152]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
KDD Cup Dataset (with Missing Values). Version 3. Zenodo, 2020 [all versions] - [d151]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Kaggle Wikipedia Web Traffic Weekly Dataset. Version 2. Zenodo, 2020 [all versions] - [d150]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Melbourne Pedestrian Counts Dataset. Version 2. Zenodo, 2020 [all versions] - [d149]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Hourly Dataset. Version 2. Zenodo, 2020 [all versions] - [d148]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Daily Dataset. Version 2. Zenodo, 2020 [all versions] - [d147]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Weekly Dataset. Version 2. Zenodo, 2020 [all versions] - [d146]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Monthly Dataset. Version 2. Zenodo, 2020 [all versions] - [d145]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Quarterly Dataset. Version 2. Zenodo, 2020 [all versions] - [d144]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Yearly Dataset. Version 3. Zenodo, 2020 [all versions] - [d143]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M3 Other Dataset. Version 2. Zenodo, 2020 [all versions] - [d142]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M3 Monthly Dataset. Version 2. Zenodo, 2020 [all versions] - [d141]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
CIF 2016 Dataset. Version 2. Zenodo, 2020 [all versions] - [d140]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M3 Quarterly Dataset. Version 2. Zenodo, 2020 [all versions] - [d139]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M3 Yearly Dataset. Version 2. Zenodo, 2020 [all versions] - [d138]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M1 Yearly Dataset. Version 3. Zenodo, 2020 [all versions] - [d137]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M1 Monthly Dataset. Version 2. Zenodo, 2020 [all versions] - [d136]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M1 Quarterly Dataset. Version 2. Zenodo, 2020 [all versions] - [d135]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Sunspot Daily Dataset (without Missing Values). Version 2. Zenodo, 2020 [all versions] - [d134]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Sunspot Daily Dataset (with Missing Values). Version 2. Zenodo, 2020 [all versions] - [d133]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Solar Weekly Dataset. Version 2. Zenodo, 2020 [all versions] - [d132]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Solar Dataset (10 Minutes Observations). Version 2. Zenodo, 2020 [all versions] - [d131]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Electricity Weekly Dataset. Version 2. Zenodo, 2020 [all versions] - [d130]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Electricity Hourly Dataset. Version 2. Zenodo, 2020 [all versions] - [d129]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Traffic Weekly Dataset. Version 2. Zenodo, 2020 [all versions] - [d128]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Traffic Hourly Dataset. Version 2. Zenodo, 2020 [all versions] - [d127]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
NN5 Weekly Dataset. Version 2. Zenodo, 2020 [all versions] - [d126]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
NN5 Daily Dataset (without Missing Values). Version 2. Zenodo, 2020 [all versions] - [d125]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
NN5 Daily Dataset (with Missing Values). Version 2. Zenodo, 2020 [all versions] - [d124]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Tourism Yearly Dataset. Version 2. Zenodo, 2020 [all versions] - [d123]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Tourism Monthly Dataset. Version 2. Zenodo, 2020 [all versions] - [d122]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Tourism Quarterly Dataset. Version 2. Zenodo, 2020 [all versions] - [d121]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
CIF 2016 Dataset. Version 3. Zenodo, 2020 [all versions] - [d120]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
London Smart Meters Dataset (without Missing Values). Version 2. Zenodo, 2020 [all versions] - [d119]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Kaggle Wikipedia Web Traffic Daily Dataset (with Missing Values). Version 2. Zenodo, 2020 [all versions] - [d118]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Kaggle Wikipedia Web Traffic Daily Dataset (without Missing Values). Version 2. Zenodo, 2020 [all versions] - [d117]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
London Smart Meters Dataset (with Missing Values). Version 2. Zenodo, 2020 [all versions] - [d116]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Electricity Demand (Elecdemand) Dataset. Version 1. Zenodo, 2020 [all versions] - [d115]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Saugeen River Flow (SaugeenDay) Dataset. Version 1. Zenodo, 2020 [all versions] - [d114]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Tourism Quarterly Dataset. Version 1. Zenodo, 2020 [all versions] - [d113]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
US Births Dataset. Version 1. Zenodo, 2020 [all versions] - [d112]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
CIF 2016 Dataset. Version 4. Zenodo, 2020 [all versions] - [d111]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Car Parts Dataset (with Missing Values). Version 1. Zenodo, 2020 [all versions] - [d110]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Car Parts Dataset (without Missing Values). Version 1. Zenodo, 2020 [all versions] - [d109]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Hospital Dataset. Version 1. Zenodo, 2020 [all versions] - [d108]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
COVID-19 Deaths Dataset. Version 1. Zenodo, 2020 [all versions] - [d107]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Sunspot Daily Dataset (with Missing Values). Version 3. Zenodo, 2020 [all versions] - [d106]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
Sunspot Daily Dataset (without Missing Values). Version 3. Zenodo, 2020 [all versions] - [d105]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Tourism Monthly Dataset. Version 1. Zenodo, 2020 [all versions] - [d104]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
NN5 Daily Dataset (with Missing Values). Version 1. Zenodo, 2020 [all versions] - [d103]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
NN5 Daily Dataset (without Missing Values). Version 1. Zenodo, 2020 [all versions] - [d102]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
NN5 Weekly Dataset. Version 1. Zenodo, 2020 [all versions] - [d101]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Traffic Hourly Dataset. Version 1. Zenodo, 2020 [all versions] - [d100]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Traffic Weekly Dataset. Version 1. Zenodo, 2020 [all versions] - [d99]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Electricity Hourly Dataset. Version 1. Zenodo, 2020 [all versions] - [d98]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Electricity Weekly Dataset. Version 1. Zenodo, 2020 [all versions] - [d97]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Solar Dataset (10 Minutes Observations). Version 1. Zenodo, 2020 [all versions] - [d96]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Solar Weekly Dataset. Version 1. Zenodo, 2020 [all versions] - [d95]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Sunspot Daily Dataset (with Missing Values). Version 1. Zenodo, 2020 [all versions] - [d94]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
:
Sunspot Daily Dataset (without Missing Values). Version 1. Zenodo, 2020 [all versions] - [d93]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M1 Yearly Dataset. Version 1. Zenodo, 2020 [all versions] - [d92]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M1 Quarterly Dataset. Version 1. Zenodo, 2020 [all versions] - [d91]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M1 Monthly Dataset. Version 1. Zenodo, 2020 [all versions] - [d90]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M1 Yearly Dataset. Version 2. Zenodo, 2020 [all versions] - [d89]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M3 Yearly Dataset. Version 1. Zenodo, 2020 [all versions] - [d88]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M3 Quarterly Dataset. Version 1. Zenodo, 2020 [all versions] - [d87]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M3 Monthly Dataset. Version 1. Zenodo, 2020 [all versions] - [d86]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M3 Other Dataset. Version 1. Zenodo, 2020 [all versions] - [d85]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Yearly Dataset. Version 1. Zenodo, 2020 [all versions] - [d84]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Yearly Dataset. Version 2. Zenodo, 2020 [all versions] - [d83]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
:
M4 Quarterly Dataset. Version 1. Zenodo, 2020 [all versions] - [d82]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Mahdi Abolghasemi
:
Wind Power Dataset (4 Seconds Observations). Version 1. Zenodo, 2020 [all versions] - [d81]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Mahdi Abolghasemi
:
Solar Power Dataset (4 Seconds Observations). Version 1. Zenodo, 2020 [all versions] - [d80]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Mahdi Abolghasemi
:
Wind Farms Dataset (with Missing Values). Version 1. Zenodo, 2020 [all versions] - [d79]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Mahdi Abolghasemi
:
Wind Farms Dataset (without Missing Values). Version 1. Zenodo, 2020 [all versions] - [d78]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Mahdi Abolghasemi
, Rob J. Hyndman
, Pablo Montero-Manso
:
Wind Farms Dataset (without Missing Values). Version 2. Zenodo, 2020 [all versions] - [d77]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Mahdi Abolghasemi
, Rob J. Hyndman
, Pablo Montero-Manso
:
Wind Farms Dataset (with Missing Values). Version 2. Zenodo, 2020 [all versions] - [d76]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Mahdi Abolghasemi
, Rob J. Hyndman
, Pablo Montero-Manso
:
Solar Power Dataset (4 Seconds Observations). Version 2. Zenodo, 2020 [all versions] - [d75]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Mahdi Abolghasemi
, Rob J. Hyndman
, Pablo Montero-Manso
:
Wind Power Dataset (4 Seconds Observations). Version 2. Zenodo, 2020 [all versions] - [d74]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Sunspot Daily Dataset (without Missing Values). Version 4. Zenodo, 2020 [all versions] - [d73]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Sunspot Daily Dataset (with Missing Values). Version 4. Zenodo, 2020 [all versions] - [d72]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M1 Yearly Dataset. Version 4. Zenodo, 2020 [all versions] - [d71]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M3 Yearly Dataset. Version 3. Zenodo, 2020 [all versions] - [d70]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M3 Quarterly Dataset. Version 3. Zenodo, 2020 [all versions] - [d69]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M3 Monthly Dataset. Version 3. Zenodo, 2020 [all versions] - [d68]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M3 Other Dataset. Version 3. Zenodo, 2020 [all versions] - [d67]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M4 Yearly Dataset. Version 4. Zenodo, 2020 [all versions] - [d66]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M4 Quarterly Dataset. Version 3. Zenodo, 2020 [all versions] - [d65]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M4 Monthly Dataset. Version 3. Zenodo, 2020 [all versions] - [d64]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M4 Weekly Dataset. Version 3. Zenodo, 2020 [all versions] - [d63]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M4 Daily Dataset. Version 3. Zenodo, 2020 [all versions] - [d62]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
London Smart Meters Dataset (without Missing Values). Version 3. Zenodo, 2020 [all versions] - [d61]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M4 Hourly Dataset. Version 3. Zenodo, 2020 [all versions] - [d60]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Melbourne Pedestrian Counts Dataset. Version 3. Zenodo, 2020 [all versions] - [d59]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Kaggle Wikipedia Web Traffic Weekly Dataset. Version 3. Zenodo, 2020 [all versions] - [d58]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
KDD Cup Dataset (with Missing Values). Version 4. Zenodo, 2020 [all versions] - [d57]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
KDD Cup Dataset (without Missing Values). Version 4. Zenodo, 2020 [all versions] - [d56]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
COVID-19 Deaths Dataset. Version 2. Zenodo, 2020 [all versions] - [d55]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Hospital Dataset. Version 2. Zenodo, 2020 [all versions] - [d54]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Car Parts Dataset (without Missing Values). Version 2. Zenodo, 2020 [all versions] - [d53]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Car Parts Dataset (with Missing Values). Version 2. Zenodo, 2020 [all versions] - [d52]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
CIF 2016 Dataset. Version 5. Zenodo, 2020 [all versions] - [d51]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
US Births Dataset. Version 2. Zenodo, 2020 [all versions] - [d50]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Saugeen River Flow (SaugeenDay) Dataset. Version 2. Zenodo, 2020 [all versions] - [d49]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Electricity Demand (Elecdemand) Dataset. Version 2. Zenodo, 2020 [all versions] - [d48]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
London Smart Meters Dataset (with Missing Values). Version 3. Zenodo, 2020 [all versions] - [d47]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Kaggle Wikipedia Web Traffic Daily Dataset (without Missing Values). Version 3. Zenodo, 2020 [all versions] - [d46]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Kaggle Wikipedia Web Traffic Daily Dataset (with Missing Values). Version 3. Zenodo, 2020 [all versions] - [d45]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Tourism Quarterly Dataset. Version 3. Zenodo, 2020 [all versions] - [d44]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Tourism Monthly Dataset. Version 3. Zenodo, 2020 [all versions] - [d43]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Tourism Yearly Dataset. Version 3. Zenodo, 2020 [all versions] - [d42]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
NN5 Daily Dataset (with Missing Values). Version 3. Zenodo, 2020 [all versions] - [d41]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
NN5 Daily Dataset (without Missing Values). Version 3. Zenodo, 2020 [all versions] - [d40]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
NN5 Weekly Dataset. Version 3. Zenodo, 2020 [all versions] - [d39]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Traffic Hourly Dataset. Version 3. Zenodo, 2020 [all versions] - [d38]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Traffic Weekly Dataset. Version 3. Zenodo, 2020 [all versions] - [d37]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Electricity Hourly Dataset. Version 3. Zenodo, 2020 [all versions] - [d36]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Electricity Weekly Dataset. Version 3. Zenodo, 2020 [all versions] - [d35]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Solar Dataset (10 Minutes Observations). Version 3. Zenodo, 2020 [all versions] - [d34]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
Solar Weekly Dataset. Version 3. Zenodo, 2020 [all versions] - [d33]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M1 Quarterly Dataset. Version 3. Zenodo, 2020 [all versions] - [d32]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Rob J. Hyndman
, Pablo Montero-Manso
:
M1 Monthly Dataset. Version 3. Zenodo, 2020 [all versions] - [d31]Rakshitha Godahewa
, Christoph Bergmeir
, Geoffrey I. Webb
, Pablo Montero-Manso
:
FRED-MD Dataset. Version 1. Zenodo, 2020 [all versions] - [d30]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Pablo Montero-Manso
:
Weather Dataset. Version 1. Zenodo, 2020 [all versions] - [d29]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Pablo Montero-Manso
:
Dominick Dataset. Version 1. Zenodo, 2020 [all versions] - [d28]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Pablo Montero-Manso
, Rob J. Hyndman
:
Dominick Dataset. Version 2. Zenodo, 2020 [all versions] - [d27]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Pablo Montero-Manso
, Rob J. Hyndman
:
Weather Dataset. Version 2. Zenodo, 2020 [all versions] - [d26]Rakshitha Godahewa
, Christoph Bergmeir
, Geoff Webb
, Pablo Montero-Manso
, Rob J. Hyndman
:
FRED-MD Dataset. Version 2. Zenodo, 2020 [all versions] - [d25]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Appliances Energy Dataset. Zenodo, 2020 - [d24]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Monash, UEA & UCR Time Series Regression Datasets. Version 1. Zenodo, 2020 [all versions] - [d23]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Australia Rainfall Dataset. Zenodo, 2020 - [d22]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Beijing PM10 Dataset. Zenodo, 2020 - [d21]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Beijing PM2.5 Dataset. Zenodo, 2020 - [d20]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Benzene Concentration Dataset. Zenodo, 2020 - [d19]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
BIDMC Heart Rate Dataset (32 seconds window). Version 1. Zenodo, 2020 [all versions] - [d18]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
BIDMC Respiratory Rate Dataset (32 seconds window). Version 1. Zenodo, 2020 [all versions] - [d17]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
BIDMC Blood Oxygen Saturation Dataset (32 seconds window). Version 1. Zenodo, 2020 [all versions] - [d16]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Covid-19 Death Rate Dataset. Zenodo, 2020 - [d15]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Flood Modeling Dataset 1. Zenodo, 2020 - [d14]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Flood Modeling Dataset 2. Zenodo, 2020 - [d13]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Flood Modeling Dataset 3. Zenodo, 2020 - [d12]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Household Active Power Consumption Dataset. Zenodo, 2020 - [d11]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Household Reactive Power Consumption Dataset. Zenodo, 2020 - [d10]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
IEEEPPG Dataset. Zenodo, 2020 - [d9]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Live Fuel Moisture Content Dataset. Version 1. Zenodo, 2020 [all versions] - [d8]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
News Headline Sentiment Dataset. Zenodo, 2020 - [d7]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
News Title Sentiment Dataset. Zenodo, 2020 - [d6]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
PPGDalia Dataset. Zenodo, 2020 - [d5]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
BIDMC Heart Rate Dataset (32 seconds window). Version 2. Zenodo, 2020 [all versions] - [d4]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
BIDMC Respiratory Rate Dataset (32 seconds window). Version 2. Zenodo, 2020 [all versions] - [d3]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
BIDMC Blood Oxygen Saturation Dataset (32 seconds window). Version 2. Zenodo, 2020 [all versions] - [d2]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Live Fuel Moisture Content Dataset. Version 2. Zenodo, 2020 [all versions] - [d1]Chang Wei Tan
, Christoph Bergmeir
, François Petitjean
, Geoffrey I. Webb
:
Monash, UEA & UCR Time Series Regression Datasets. Version 2. Zenodo, 2020 [all versions] - [i31]Benjamin Lucas, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean:
A Bayesian-inspired, deep learning, semi-supervised domain adaptation technique for land cover mapping. CoRR abs/2005.11930 (2020) - [i30]Chang Wei Tan
, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Monash University, UEA, UCR Time Series Regression Archive. CoRR abs/2006.10996 (2020) - [i29]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Time Series Regression. CoRR abs/2006.12672 (2020) - [i28]Matthieu Herrmann, Geoffrey I. Webb:
Early Abandoning PrunedDTW and its application to similarity search. CoRR abs/2010.05371 (2020) - [i27]Rakshitha Godahewa, Christoph Bergmeir, Geoffrey I. Webb, Pablo Montero-Manso:
A Strong Baseline for Weekly Time Series Forecasting. CoRR abs/2010.08158 (2020) - [i26]Chaitanya Manapragada, Geoffrey I. Webb, Mahsa Salehi, Albert Bifet:
Emergent and Unspecified Behaviors in Streaming Decision Trees. CoRR abs/2010.08199 (2020) - [i25]Chaitanya Manapragada, Heitor Murilo Gomes
, Mahsa Salehi, Albert Bifet, Geoffrey I. Webb:
An Eager Splitting Strategy for Online Decision Trees. CoRR abs/2010.10935 (2020) - [i24]Yuan Jin, Wray L. Buntine, François Petitjean, Geoffrey I. Webb:
Discriminative, Generative and Self-Supervised Approaches for Target-Agnostic Learning. CoRR abs/2011.06428 (2020) - [i23]Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb:
MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification. CoRR abs/2012.08791 (2020) - [i22]Rakshitha Godahewa, Kasun Bandara
, Geoffrey I. Webb, Slawek Smyl, Christoph Bergmeir:
Ensembles of Localised Models for Time Series Forecasting. CoRR abs/2012.15059 (2020) - [i21]Georg Krempl, Vera Hofer, Geoffrey I. Webb, Eyke Hüllermeier:
Beyond Adaptation: Understanding Distributional Changes (Dagstuhl Seminar 20372). Dagstuhl Reports 10(4): 1-36 (2020)
2010 – 2019
- 2019
- [j72]Jiangning Song
, Yanan Wang, Fuyi Li
, Tatsuya Akutsu
, Neil D. Rawlings, Geoffrey I. Webb
, Kuo-Chen Chou:
iProt-Sub: a comprehensive package for accurately mapping and predicting protease-specific substrates and cleavage sites. Briefings Bioinform. 20(2): 638-658 (2019) - [j71]Jiawei Wang
, Bingjiao Yang, Yi An, Tatiana T. Marquez-Lago, André Leier
, Jonathan Wilksch, Qingyang Hong, Yang Zhang, Morihiro Hayashida, Tatsuya Akutsu
, Geoffrey I. Webb
, Richard A. Strugnell
, Jiangning Song
, Trevor Lithgow
:
Systematic analysis and prediction of type IV secreted effector proteins by machine learning approaches. Briefings Bioinform. 20(3): 931-951 (2019) - [j70]Fuyi Li
, Yanan Wang, Chen Li
, Tatiana T. Marquez-Lago, André Leier
, Neil D. Rawlings
, Gholamreza Haffari, Jerico Nico De Leon Revote, Tatsuya Akutsu
, Kuo-Chen Chou, Anthony W. Purcell
, Robert N. Pike, Geoffrey I. Webb
, Alexander Ian Smith
, Trevor Lithgow, Roger J. Daly
, James C. Whisstock, Jiangning Song
:
Twenty years of bioinformatics research for protease-specific substrate and cleavage site prediction: a comprehensive revisit and benchmarking of existing methods. Briefings Bioinform. 20(6): 2150-2166 (2019) - [j69]Yanju Zhang, Ruopeng Xie, Jiawei Wang
, André Leier
, Tatiana T. Marquez-Lago, Tatsuya Akutsu
, Geoffrey I. Webb
, Kuo-Chen Chou, Jiangning Song
:
Computational analysis and prediction of lysine malonylation sites by exploiting informative features in an integrative machine-learning framework. Briefings Bioinform. 20(6): 2185-2199 (2019) - [j68]Zhen Chen
, Xuhan Liu, Fuyi Li
, Chen Li
, Tatiana T. Marquez-Lago, André Leier
, Tatsuya Akutsu
, Geoffrey I. Webb
, Dakang Xu, Alexander Ian Smith, Lei Li
, Kuo-Chen Chou, Jiangning Song
:
Large-scale comparative assessment of computational predictors for lysine post-translational modification sites. Briefings Bioinform. 20(6): 2267-2290 (2019) - [j67]Fuyi Li
, Yang Zhang, Anthony W. Purcell
, Geoffrey I. Webb
, Kuo-Chen Chou, Trevor Lithgow, Chen Li
, Jiangning Song
:
Positive-unlabelled learning of glycosylation sites in the human proteome. BMC Bioinform. 20(1): 112:1-112:17 (2019) - [j66]Xiaochuan Wang, Chen Li
, Fuyi Li
, Varun S. Sharma
, Jiangning Song
, Geoffrey I. Webb
:
SIMLIN: a bioinformatics tool for prediction of S-sulphenylation in the human proteome based on multi-stage ensemble-learning models. BMC Bioinform. 20(1): 602:1-602:12 (2019) - [j65]Wilhelmiina Hämäläinen
, Geoffrey I. Webb
:
A tutorial on statistically sound pattern discovery. Data Min. Knowl. Discov. 33(2): 325-377 (2019) - [j64]Benjamin Lucas
, Ahmed Shifaz
, Charlotte Pelletier
, Lachlan O'Neill, Nayyar Abbas Zaidi
, Bart Goethals
, François Petitjean
, Geoffrey I. Webb
:
Proximity Forest: an effective and scalable distance-based classifier for time series. Data Min. Knowl. Discov. 33(3): 607-635 (2019) - [j63]Hualong Yu
, Geoffrey I. Webb
:
Adaptive online extreme learning machine by regulating forgetting factor by concept drift map. Neurocomputing 343: 141-153 (2019) - [j62]Igor Goldenberg
, Geoffrey I. Webb
:
Survey of distance measures for quantifying concept drift and shift in numeric data. Knowl. Inf. Syst. 60(2): 591-615 (2019) - [j61]Charlotte Pelletier
, Geoffrey I. Webb
, François Petitjean
:
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series. Remote. Sens. 11(5): 523 (2019) - [c81]Charlotte Pelletier
, Geoffrey I. Webb
, François Petitjean:
Deep Learning for the Classification of Sentinel-2 Image Time Series. IGARSS 2019: 461-464 - [c80]Benjamin Lucas
, Charlotte Pelletier
, Jordi Inglada, Daniel F. Schmidt, Geoffrey I. Webb
, François Petitjean:
Exploring Data Quantity Requirements for Domain Adaptation in the Classification of Satellite Image Time Series. MultiTemp 2019: 1-4 - [c79]Charlotte Pelletier
, Zehui Ji, Olivier Hagolle, Elizabeth Morse-McNabb, Kathryn Sheffield, Geoffrey I. Webb
, François Petitjean:
Using Sentinel-2 Image Time Series to map the State of Victoria, Australia. MultiTemp 2019: 1-4 - [c78]Chang Wei Tan
, François Petitjean, Geoffrey I. Webb
:
Elastic bands across the path: A new framework and method to lower bound DTW. SDM 2019: 522-530 - [i20]Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb:
TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification. CoRR abs/1906.10329 (2019) - [i19]Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean:
InceptionTime: Finding AlexNet for Time Series Classification. CoRR abs/1909.04939 (2019) - [i18]Chang Wei Tan, François Petitjean, Eamonn J. Keogh, Geoffrey I. Webb:
Time series classification for varying length series. CoRR abs/1910.04341 (2019) - [i17]Angus Dempster, François Petitjean, Geoffrey I. Webb:
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels. CoRR abs/1910.13051 (2019) - 2018
- [j60]Yi An, Jiawei Wang
, Chen Li
, André Leier, Tatiana T. Marquez-Lago, Jonathan Wilksch, Yang Zhang, Geoffrey I. Webb
, Jiangning Song
, Trevor Lithgow
:
Comprehensive assessment and performance improvement of effector protein predictors for bacterial secretion systems III, IV and VI. Briefings Bioinform. 19(1): 148-161 (2018) - [j59]Huilin Wang, Liubin Feng
, Geoffrey I. Webb
, Lukasz A. Kurgan
, Jiangning Song
, Donghai Lin:
Critical evaluation of bioinformatics tools for the prediction of protein crystallization propensity. Briefings Bioinform. 19(5): 838-852 (2018) - [j58]Jiangning Song
, Fuyi Li
, André Leier
, Tatiana T. Marquez-Lago, Tatsuya Akutsu
, Gholamreza Haffari, Kuo-Chen Chou, Geoffrey I. Webb
, Robert N. Pike:
PROSPERous: high-throughput prediction of substrate cleavage sites for 90 proteases with improved accuracy. Bioinform. 34(4): 684-687 (2018) - [j57]Zhen Chen
, Pei Zhao, Fuyi Li
, André Leier
, Tatiana T. Marquez-Lago, Yanan Wang, Geoffrey I. Webb
, Alexander Ian Smith
, Roger J. Daly
, Kuo-Chen Chou, Jiangning Song
:
iFeature: a Python package and web server for features extraction and selection from protein and peptide sequences. Bioinform. 34(14): 2499-2502 (2018) - [j56]Geoffrey I. Webb
, Loong Kuan Lee
, Bart Goethals
, François Petitjean:
Analyzing concept drift and shift from sample data. Data Min. Knowl. Discov. 32(5): 1179-1199 (2018) - [j55]Wenzhong Shi
, An-Shu Zhang
, Geoffrey I. Webb
:
Mining significant crisp-fuzzy spatial association rules. Int. J. Geogr. Inf. Sci. 32(6): 1247-1270 (2018) - [j54]François Petitjean
, Wray L. Buntine
, Geoffrey I. Webb
, Nayyar Abbas Zaidi
:
Accurate parameter estimation for Bayesian network classifiers using hierarchical Dirichlet processes. Mach. Learn. 107(8-10): 1303-1331 (2018) - [c77]Chaitanya Manapragada
, Geoffrey I. Webb
, Mahsa Salehi
:
Extremely Fast Decision Tree. KDD 2018: 1953-1962 - [c76]Khanh Nguyen, Trung Le, Tu Dinh Nguyen, Dinh Q. Phung
, Geoffrey I. Webb
:
Robust Bayesian Kernel Machine via Stein Variational Gradient Descent for Big Data. KDD 2018: 2003-2011 - [c75]Chang Wei Tan
, Matthieu Herrmann
, Germain Forestier, Geoffrey I. Webb
, François Petitjean:
Efficient search of the best warping window for Dynamic Time Warping. SDM 2018: 225-233 - [c74]Nayyar Abbas Zaidi
, François Petitjean, Geoffrey I. Webb
:
Efficient and Effective Accelerated Hierarchical Higher-Order Logistic Regression for Large Data Quantities. SDM 2018: 459-467 - [e13]Dinh Q. Phung, Vincent S. Tseng, Geoffrey I. Webb, Bao Ho, Mohadeseh Ganji, Lida Rashidi:
Advances in Knowledge Discovery and Data Mining - 22nd Pacific-Asia Conference, PAKDD 2018, Melbourne, VIC, Australia, June 3-6, 2018, Proceedings, Part I. Lecture Notes in Computer Science 10937, Springer 2018, ISBN 978-3-319-93033-6 [contents] - [e12]Dinh Q. Phung, Vincent S. Tseng, Geoffrey I. Webb, Bao Ho, Mohadeseh Ganji, Lida Rashidi:
Advances in Knowledge Discovery and Data Mining - 22nd Pacific-Asia Conference, PAKDD 2018, Melbourne, VIC, Australia, June 3-6, 2018, Proceedings, Part II. Lecture Notes in Computer Science 10938, Springer 2018, ISBN 978-3-319-93036-7 [contents] - [e11]Dinh Q. Phung, Vincent S. Tseng, Geoffrey I. Webb, Bao Ho, Mohadeseh Ganji, Lida Rashidi:
Advances in Knowledge Discovery and Data Mining - 22nd Pacific-Asia Conference, PAKDD 2018, Melbourne, VIC, Australia, June 3-6, 2018, Proceedings, Part III. Lecture Notes in Computer Science 10939, Springer 2018, ISBN 978-3-319-93039-8 [contents] - [i16]Nayyar Abbas Zaidi
, Geoffrey I. Webb, François Petitjean, Germain Forestier:
On the Inter-relationships among Drift rate, Forgetting rate, Bias/variance profile and Error. CoRR abs/1801.09354 (2018) - [i15]Chaitanya Manapragada, Geoffrey I. Webb, Mahsa Salehi:
Extremely Fast Decision Tree. CoRR abs/1802.08780 (2018) - [i14]Fengxiang He, Tongliang Liu, Geoffrey I. Webb, Dacheng Tao:
Instance-Dependent PU Learning by Bayesian Optimal Relabeling. CoRR abs/1808.02180 (2018) - [i13]Mahardhika Pratama, Witold Pedrycz, Geoffrey I. Webb:
An Incremental Construction of Deep Neuro Fuzzy System for Continual Learning of Non-stationary Data Streams. CoRR abs/1808.08517 (2018) - [i12]Chang Wei Tan, François Petitjean, Geoffrey I. Webb:
Elastic bands across the path: A new framework and methods to lower bound DTW. CoRR abs/1808.09617 (2018) - [i11]Benjamin Lucas, Ahmed Shifaz, Charlotte Pelletier, Lachlan O'Neill, Nayyar Abbas Zaidi, Bart Goethals, François Petitjean, Geoffrey I. Webb:
Proximity Forest: An effective and scalable distance-based classifier for time series. CoRR abs/1808.10594 (2018) - [i10]Charlotte Pelletier, Geoffrey I. Webb, François Petitjean:
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series. CoRR abs/1811.10166 (2018) - 2017
- [j53]Huilin Wang, Liubin Feng, Geoffrey I. Webb
, Lukasz A. Kurgan
, Jiangning Song
, Donghai Lin:
Critical evaluation of bioinformatics tools for the prediction of protein crystallization propensity. Briefings Bioinform. 18(6): 1092 (2017) - [j52]Jiawei Wang
, Bingjiao Yang, Jerico Nico De Leon Revote, André Leier
, Tatiana T. Marquez-Lago, Geoffrey I. Webb
, Jiangning Song
, Kuo-Chen Chou, Trevor Lithgow
:
POSSUM: a bioinformatics toolkit for generating numerical sequence feature descriptors based on PSSM profiles. Bioinform. 33(17): 2756-2758 (2017) - [j51]Thilak L. Fernando, Geoffrey I. Webb
:
SimUSF: an efficient and effective similarity measure that is invariant to violations of the interval scale assumption. Data Min. Knowl. Discov. 31(1): 264-286 (2017) - [j50]Shenglei Chen
, Ana M. Martínez
, Geoffrey I. Webb
, Limin Wang:
Selective AnDE for large data learning: a low-bias memory constrained approach. Knowl. Inf. Syst. 50(2): 475-503 (2017) - [j49]Nayyar Abbas Zaidi
, Geoffrey I. Webb
, Mark James Carman
, François Petitjean, Wray L. Buntine
, Mike Hynes, Hans De Sterck
:
Efficient parameter learning of Bayesian network classifiers. Mach. Learn. 106(9-10): 1289-1329 (2017) - [j48]Shenglei Chen, Ana M. Martínez
, Geoffrey I. Webb
, Limin Wang:
Sample-Based Attribute Selective An DE for Large Data. IEEE Trans. Knowl. Data Eng. 29(1): 172-185 (2017) - [c73]Germain Forestier
, François Petitjean, Hoang Anh Dau, Geoffrey I. Webb
, Eamonn J. Keogh:
Generating Synthetic Time Series to Augment Sparse Datasets. ICDM 2017: 865-870 - [c72]Chang Wei Tan
, Geoffrey I. Webb
, François Petitjean:
Indexing and classifying gigabytes of time series under time warping. SDM 2017: 282-290 - [c71]Wilhelmiina Hämäläinen
, Geoffrey I. Webb
:
Specious rules: an efficient and effective unifying method for removing misleading and uninformative patterns in association rule mining. SDM 2017: 309-317 - [c70]Nayyar Abbas Zaidi
, Geoffrey I. Webb
:
A Fast Trust-Region Newton Method for Softmax Logistic Regression. SDM 2017: 705-713 - [e10]Claude Sammut, Geoffrey I. Webb:
Encyclopedia of Machine Learning and Data Mining. Springer 2017, ISBN 978-1-4899-7685-7 [contents] - [r33]Geoffrey I. Webb:
Algorithm Evaluation. Encyclopedia of Machine Learning and Data Mining 2017: 40-41 - [r32]Fei Zheng, Geoffrey I. Webb:
Averaged One-Dependence Estimators. Encyclopedia of Machine Learning and Data Mining 2017: 85-87 - [r31]Geoffrey I. Webb:
Bayes' Rule. Encyclopedia of Machine Learning and Data Mining 2017: 99 - [r30]Zahraa Said Abdallah, Lan Du, Geoffrey I. Webb:
Data Preparation. Encyclopedia of Machine Learning and Data Mining 2017: 318-327 - [r29]Geoffrey I. Webb:
Evaluation of Learning Algorithms. Encyclopedia of Machine Learning and Data Mining 2017: 415-416 - [r28]Bin Liu, Geoffrey I. Webb:
Generative and Discriminative Learning. Encyclopedia of Machine Learning and Data Mining 2017: 565-566 - [r27]Geoffrey I. Webb:
Lazy Learning. Encyclopedia of Machine Learning and Data Mining 2017: 702 - [r26]Geoffrey I. Webb:
Model Evaluation. Encyclopedia of Machine Learning and Data Mining 2017: 844-845 - [r25]Geoffrey I. Webb:
MultiBoosting. Encyclopedia of Machine Learning and Data Mining 2017: 863-864 - [r24]Geoffrey I. Webb:
Naïve Bayes. Encyclopedia of Machine Learning and Data Mining 2017: 895-896 - [r23]Geoffrey I. Webb:
Occam's Razor. Encyclopedia of Machine Learning and Data Mining 2017: 920-921 - [r22]Geoffrey I. Webb:
Overfitting. Encyclopedia of Machine Learning and Data Mining 2017: 947-948 - [r21]Geoffrey I. Webb:
Posterior Probability. Encyclopedia of Machine Learning and Data Mining 2017: 989-990 - [r20]Geoffrey I. Webb:
Prior Probability. Encyclopedia of Machine Learning and Data Mining 2017: 1006 - [r19]Fei Zheng, Geoffrey I. Webb:
Semi-naive Bayesian Learning. Encyclopedia of Machine Learning and Data Mining 2017: 1137-1142 - [r18]Petra Kralj Novak, Nada Lavrac, Geoffrey I. Webb:
Supervised Descriptive Rule Induction. Encyclopedia of Machine Learning and Data Mining 2017: 1210-1213 - [r17]Fei Zheng, Geoffrey I. Webb:
Tree Augmented Naive Bayes. Encyclopedia of Machine Learning and Data Mining 2017: 1283-1284 - [i9]Nayyar Abbas Zaidi, Yang Du, Geoffrey I. Webb:
On the Effectiveness of Discretizing Quantitative Attributes in Linear Classifiers. CoRR abs/1701.07114 (2017) - [i8]Geoffrey I. Webb, Loong Kuan Lee, François Petitjean, Bart Goethals:
Understanding Concept Drift. CoRR abs/1704.00362 (2017) - [i7]François Petitjean, Wray L. Buntine, Geoffrey I. Webb, Nayyar Abbas Zaidi:
Accurate parameter estimation for Bayesian Network Classifiers using Hierarchical Dirichlet Processes. CoRR abs/1708.07581 (2017) - [i6]Wilhelmiina Hämäläinen, Geoffrey I. Webb:
Specious rules: an efficient and effective unifying method for removing misleading and uninformative patterns in association rule mining. CoRR abs/1709.03915 (2017) - 2016
- [j47]An-Shu Zhang
, Wenzhong Shi
, Geoffrey I. Webb
:
Mining significant association rules from uncertain data. Data Min. Knowl. Discov. 30(4): 928-963 (2016) - [j46]Geoffrey I. Webb
, Roy Hyde, Hong Cao, Hai-Long Nguyen, François Petitjean
:
Characterizing concept drift. Data Min. Knowl. Discov. 30(4): 964-994 (2016) - [j45]François Petitjean
, Tao Li, Nikolaj Tatti
, Geoffrey I. Webb
:
Skopus: Mining top-k sequential patterns under leverage. Data Min. Knowl. Discov. 30(5): 1086-1111 (2016) - [j44]Ana M. Martínez, Geoffrey I. Webb, Shenglei Chen, Nayyar Abbas Zaidi:
Scalable Learning of Bayesian Network Classifiers. J. Mach. Learn. Res. 17: 44:1-44:35 (2016) - [j43]François Petitjean
, Germain Forestier
, Geoffrey I. Webb
, Ann E. Nicholson
, Yanping Chen, Eamonn J. Keogh:
Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm. Knowl. Inf. Syst. 47(1): 1-26 (2016) - [j42]Nayyar Abbas Zaidi
, Geoffrey I. Webb
, Mark James Carman
, François Petitjean
, Jesús Cerquides
:
ALRn: accelerated higher-order logistic regression. Mach. Learn. 104(2-3): 151-194 (2016) - [c69]Geoffrey I. Webb
, François Petitjean
:
A Multiple Test Correction for Streams and Cascades of Statistical Hypothesis Tests. KDD 2016: 1255-1264 - [c68]François Petitjean
, Geoffrey I. Webb
:
Scalable Learning of Graphical Models. KDD 2016: 2131-2132 - [c67]Nayyar Abbas Zaidi
, François Petitjean
, Geoffrey I. Webb
:
Preconditioning an Artificial Neural Network Using Naive Bayes. PAKDD (1) 2016: 341-353 - 2015
- [j41]Fuyi Li
, Chen Li
, Mingjun Wang, Geoffrey I. Webb
, Yang Zhang, James C. Whisstock
, Jiangning Song
:
GlycoMine: a machine learning-based approach for predicting N-, C- and O-linked glycosylation in the human proteome. Bioinform. 31(9): 1411-1419 (2015) - [j40]Cheng Soon Ong, Wray L. Buntine
, Tu Bao Ho, Masashi Sugiyama
, Geoffrey I. Webb
:
Introduction: special issue of selected papers of ACML 2013. Mach. Learn. 99(2): 165-167 (2015) - [c66]François Petitjean
, Geoffrey I. Webb
:
Scaling log-linear analysis to datasets with thousands of variables. SDM 2015: 469-477 - [e9]Longbing Cao, Chengqi Zhang, Thorsten Joachims, Geoffrey I. Webb, Dragos D. Margineantu, Graham Williams:
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Sydney, NSW, Australia, August 10-13, 2015. ACM 2015, ISBN 978-1-4503-3664-2 [contents] - [i5]Tao Li, Geoffrey I. Webb, François Petitjean:
Exact discovery of the most interesting sequential patterns. CoRR abs/1506.08009 (2015) - [i4]Nayyar Abbas Zaidi, Geoffrey I. Webb, Mark James Carman, François Petitjean:
Deep Broad Learning - Big Models for Big Data. CoRR abs/1509.01346 (2015) - [i3]Geoffrey I. Webb, Roy Hyde, Hong Cao, Hai-Long Nguyen, François Petitjean:
Characterizing Concept Drift. CoRR abs/1511.03816 (2015) - 2014
- [j39]Foster J. Provost, Geoffrey I. Webb
, Ron Bekkerman, Oren Etzioni, Usama M. Fayyad, Claudia Perlich:
A Data Scientist's Guide to Start-Ups. Big Data 2(3): 117-128 (2014) - [c65]François Petitjean
, Germain Forestier
, Geoffrey I. Webb
, Ann E. Nicholson
, Yanping Chen, Eamonn J. Keogh:
Dynamic Time Warping Averaging of Time Series Allows Faster and More Accurate Classification. ICDM 2014: 470-479 - [c64]François Petitjean
, Lloyd Allison
, Geoffrey I. Webb
:
A Statistically Efficient and Scalable Method for Log-Linear Analysis of High-Dimensional Data. ICDM 2014: 480-489 - [c63]Geoffrey I. Webb
:
Contrary to Popular Belief Incremental Discretization can be Sound, Computationally Efficient and Extremely Useful for Streaming Data. ICDM 2014: 1031-1036 - [c62]Nayyar Abbas Zaidi
, Mark James Carman
, Jesús Cerquides
, Geoffrey I. Webb
:
Naive-Bayes Inspired Effective Pre-Conditioner for Speeding-Up Logistic Regression. ICDM 2014: 1097-1102 - [c61]Raghu Ramakrishnan, Geoffrey I. Webb:
Does social good justify risking personal privacy? KDD 2014: 1965 - [c60]Wilhelmiina Hämäläinen, Geoffrey I. Webb:
Statistically sound pattern discovery. KDD 2014: 1976 - [c59]Shenglei Chen, Ana M. Martínez
, Geoffrey I. Webb
:
Highly Scalable Attribute Selection for Averaged One-Dependence Estimators. PAKDD (2) 2014: 86-97 - [c58]Wilhelmiina Hämäläinen, François Petitjean, Geoffrey I. Webb:
Preface to the 1st ECML/PKDD workshop on Statistically Sound Data Mining. SSDM@ECML/PKDD 2014: 1-2 - [e8]Wilhelmiina Hämäläinen, François Petitjean, Geoffrey I. Webb:
1st ECML/PKDD Workshop on Statistically Sound Data Mining, SSDM 2014, held at ECML/PKDD 2014, Nancy, France, September 15, 2014. JMLR Workshop and Conference Proceedings 47, JMLR.org 2014 [contents] - 2013
- [j38]Nayyar Abbas Zaidi, Jesús Cerquides, Mark James Carman, Geoffrey I. Webb:
Alleviating naive Bayes attribute independence assumption by attribute weighting. J. Mach. Learn. Res. 14(1): 1947-1988 (2013) - [j37]Geoffrey I. Webb
, Jilles Vreeken
:
Efficient Discovery of the Most Interesting Associations. ACM Trans. Knowl. Discov. Data 8(3): 15:1-15:31 (2013) - [c57]François Petitjean
, Geoffrey I. Webb
, Ann E. Nicholson
:
Scaling Log-Linear Analysis to High-Dimensional Data. ICDM 2013: 597-606 - [c56]Foster J. Provost, Geoffrey I. Webb
:
Panel: a data scientist's guide to making money from start-ups. KDD 2013: 1445 - [c55]Nayyar Abbas Zaidi
, Geoffrey I. Webb
:
Fast and Effective Single Pass Bayesian Learning. PAKDD (1) 2013: 149-160 - 2012
- [j36]Geoffrey I. Webb
, Janice R. Boughton, Fei Zheng, Kai Ming Ting, Houssam Salem:
Learning by extrapolation from marginal to full-multivariate probability distributions: decreasingly naive Bayesian classification. Mach. Learn. 86(2): 233-272 (2012) - [j35]Fei Zheng, Geoffrey I. Webb
, Pramuditha Suraweera, Liguang Zhu:
Subsumption resolution: an efficient and effective technique for semi-naive Bayesian learning. Mach. Learn. 87(1): 93-125 (2012) - [c54]Geoffrey I. Webb:
Discovering Associations in High-Dimensional Data. ADC 2012: 7 - [c53]Ana M. Martínez
, Geoffrey I. Webb
, M. Julia Flores
, José A. Gámez
:
Non-Disjoint Discretization for Aggregating One-Dependence Estimator Classifiers. HAIS (2) 2012: 151-162 - [c52]Houssam Salem, Pramuditha Suraweera, Geoffrey I. Webb
, Janice R. Boughton:
Techniques for Efficient Learning without Search. PAKDD (1) 2012: 50-61 - [e7]Mohammed Javeed Zaki, Arno Siebes, Jeffrey Xu Yu, Bart Goethals, Geoffrey I. Webb, Xindong Wu:
12th IEEE International Conference on Data Mining, ICDM 2012, Brussels, Belgium, December 10-13, 2012. IEEE Computer Society 2012, ISBN 978-1-4673-4649-8 [contents] - [e6]Jilles Vreeken, Charles Ling, Mohammed Javeed Zaki, Arno Siebes, Jeffrey Xu Yu, Bart Goethals, Geoffrey I. Webb, Xindong Wu:
12th IEEE International Conference on Data Mining Workshops, ICDM Workshops, Brussels, Belgium, December 10, 2012. IEEE Computer Society 2012, ISBN 978-1-4673-5164-5 [contents] - 2011
- [j34]Jiangning Song
, Hao Tan, Sarah E. Boyd
, Hong-Bin Shen, Khalid Mahmood
, Geoffrey I. Webb
, Tatsuya Akutsu
, James C. Whisstock
, Robert N. Pike
:
Bioinformatic Approaches for Predicting substrates of Proteases. J. Bioinform. Comput. Biol. 9(1): 149-178 (2011) - [j33]Kai Ming Ting, Jonathan R. Wells, Swee Chuan Tan, Shyh Wei Teng
, Geoffrey I. Webb
:
Feature-subspace aggregating: ensembles for stable and unstable learners. Mach. Learn. 82(3): 375-397 (2011) - [j32]Geoffrey I. Webb
:
Filtered-top-k association discovery. WIREs Data Mining Knowl. Discov. 1(3): 183-192 (2011) - 2010
- [j31]Jiangning Song
, Hao Tan, Hong-Bin Shen, Khalid Mahmood
, Sarah E. Boyd
, Geoffrey I. Webb
, Tatsuya Akutsu
, James C. Whisstock
:
Cascleave: towards more accurate prediction of caspase substrate cleavage sites. Bioinform. 26(6): 752-760 (2010) - [j30]Khalid Mahmood
, Arun Siddharth Konagurthu, Jiangning Song
, Ashley M. Buckle
, Geoffrey I. Webb
, James C. Whisstock
:
EGM: encapsulated gene-by-gene matching to identify gene orthologs and homologous segments in genomes. Bioinform. 26(17): 2076-2084 (2010) - [j29]Geoffrey I. Webb
:
Self-sufficient itemsets: An approach to screening potentially interesting associations between items. ACM Trans. Knowl. Discov. Data 4(1): 3:1-3:20 (2010) - [p4]Ying Yang, Geoffrey I. Webb
, Xindong Wu:
Discretization Methods. Data Mining and Knowledge Discovery Handbook 2010: 101-116 - [e5]Geoffrey I. Webb, Bing Liu, Chengqi Zhang, Dimitrios Gunopulos, Xindong Wu:
ICDM 2010, The 10th IEEE International Conference on Data Mining, Sydney, Australia, 14-17 December 2010. IEEE Computer Society 2010, ISBN 978-0-7695-4256-0 [contents] - [e4]Wei Fan, Wynne Hsu, Geoffrey I. Webb, Bing Liu, Chengqi Zhang, Dimitrios Gunopulos, Xindong Wu:
ICDMW 2010, The 10th IEEE International Conference on Data Mining Workshops, Sydney, Australia, 13 December 2010. IEEE Computer Society 2010, ISBN 978-0-7695-4257-7 [contents] - [e3]Claude Sammut, Geoffrey I. Webb:
Encyclopedia of Machine Learning. Springer 2010, ISBN 978-0-387-30768-8 [contents] - [r16]Geoffrey I. Webb:
Algorithm Evaluation. Encyclopedia of Machine Learning 2010: 35-36 - [r15]Fei Zheng, Geoffrey I. Webb:
Averaged One-Dependence Estimators. Encyclopedia of Machine Learning 2010: 63-64 - [r14]Geoffrey I. Webb:
Bayes Rule. Encyclopedia of Machine Learning 2010: 74-75 - [r13]Geoffrey I. Webb:
Data Preparation. Encyclopedia of Machine Learning 2010: 259-260 - [r12]Bin Liu, Geoffrey I. Webb:
Generative and Discriminative Learning. Encyclopedia of Machine Learning 2010: 454-455 - [r11]Geoffrey I. Webb:
Lazy Learning. Encyclopedia of Machine Learning 2010: 571-572 - [r10]Geoffrey I. Webb:
Model Evaluation. Encyclopedia of Machine Learning 2010: 683 - [r9]Geoffrey I. Webb:
MultiBoosting. Encyclopedia of Machine Learning 2010: 699-701 - [r8]Geoffrey I. Webb:
Naïve Bayes. Encyclopedia of Machine Learning 2010: 713-714 - [r7]Geoffrey I. Webb:
Occam's Razor. Encyclopedia of Machine Learning 2010: 735 - [r6]Geoffrey I. Webb:
Overfitting. Encyclopedia of Machine Learning 2010: 744 - [r5]Geoffrey I. Webb:
Posterior Probability. Encyclopedia of Machine Learning 2010: 780 - [r4]Geoffrey I. Webb:
Prior Probability. Encyclopedia of Machine Learning 2010: 782 - [r3]Fei Zheng, Geoffrey I. Webb:
Semi-Naive Bayesian Learning. Encyclopedia of Machine Learning 2010: 889-892 - [r2]Petra Kralj Novak, Nada Lavrac, Geoffrey I. Webb:
Supervised Descriptive Rule Induction. Encyclopedia of Machine Learning 2010: 938-941 - [r1]Fei Zheng, Geoffrey I. Webb:
Tree Augmented Naive Bayes. Encyclopedia of Machine Learning 2010: 990-991
2000 – 2009
- 2009
- [j28]Petra Kralj Novak, Nada Lavrac, Geoffrey I. Webb:
Supervised Descriptive Rule Discovery: A Unifying Survey of Contrast Set, Emerging Pattern and Subgroup Mining. J. Mach. Learn. Res. 10: 377-403 (2009) - [j27]Ying Yang, Geoffrey I. Webb
:
Discretization for naive-Bayes learning: managing discretization bias and variance. Mach. Learn. 74(1): 39-74 (2009) - [j26]Bei Hui, Ying Yang, Geoffrey I. Webb
:
Anytime classification for a pool of instances. Mach. Learn. 77(1): 61-102 (2009) - [c51]Kai Ming Ting, Jonathan R. Wells, Swee Chuan Tan, Shyh Wei Teng
, Geoffrey I. Webb
:
FaSS: Ensembles for Stable Learners. MCS 2009: 364-374 - [c50]Bin Liu, Ying Yang, Geoffrey I. Webb
, Janice R. Boughton:
A Comparative Study of Bandwidth Choice in Kernel Density Estimation for Naive Bayesian Classification. PAKDD 2009: 302-313 - 2008
- [j25]Geoffrey I. Webb
:
Discovering significant patterns. Mach. Learn. 71(1): 131 (2008) - [j24]Geoffrey I. Webb
:
Layered critical values: a powerful direct-adjustment approach to discovering significant patterns. Mach. Learn. 71(2-3): 307-323 (2008) - [c49]Geoffrey I. Webb:
Multi-Strategy Ensemble Learning, Ensembles of Bayesian Classifiers, and the Problem of False Discoveries. AusDM 2008: 15 - 2007
- [j23]Geoffrey I. Webb
:
Editorial. Data Min. Knowl. Discov. 15(1): 1-2 (2007) - [j22]Geoffrey I. Webb
:
Discovering Significant Patterns. Mach. Learn. 68(1): 1-33 (2007) - [j21]Ying Yang, Geoffrey I. Webb
, Kevin B. Korb, Kai Ming Ting:
Classifying under computational resource constraints: anytime classification using probabilistic estimators. Mach. Learn. 69(1): 35-53 (2007) - [j20]Ying Yang, Geoffrey I. Webb
, Jesús Cerquides
, Kevin B. Korb, Janice R. Boughton, Kai Ming Ting:
To Select or To Weigh: A Comparative Study of Linear Combination Schemes for SuperParent-One-Dependence Estimators. IEEE Trans. Knowl. Data Eng. 19(12): 1652-1665 (2007) - [c48]Fei Zheng, Geoffrey I. Webb:
Finding the Right Family: Parent and Child Selection for Averaged One-Dependence Estimators. ECML 2007: 490-501 - [c47]Geoffrey I. Webb:
Finding the Real Patterns. PAKDD 2007: 6 - 2006
- [c46]Jingli Lu, Ying Yang, Geoffrey I. Webb
:
Incremental Discretization for Naïve-Bayes Classifier. ADMA 2006: 223-238 - [c45]Geoffrey I. Webb:
Anytime learning and classification for online applications. AMT 2006: 7-12 - [c44]Ying Yang, Geoffrey I. Webb
, Jesús Cerquides, Kevin B. Korb, Janice R. Boughton, Kai Ming Ting:
To Select or To Weigh: A Comparative Study of Model Selection and Model Weighing for SPODE Ensembles. ECML 2006: 533-544 - [c43]Fei Zheng, Geoffrey I. Webb
:
Efficient lazy elimination for averaged one-dependence estimators. ICML 2006: 1113-1120 - [c42]Geoffrey I. Webb:
Discovering significant rules. KDD 2006: 434-443 - [p3]Geoffrey I. Webb, Damien Brain:
Generality Is Predictive of Prediction Accuracy. Selected Papers from AusDM 2006: 1-13 - [p2]Shiying Huang, Geoffrey I. Webb:
Efficiently Identifying Exploratory Rules' Significance. Selected Papers from AusDM 2006: 64-77 - [e2]Qiang Yang, Geoffrey I. Webb:
PRICAI 2006: Trends in Artificial Intelligence, 9th Pacific Rim International Conference on Artificial Intelligence, Guilin, China, August 7-11, 2006, Proceedings. Lecture Notes in Computer Science 4099, Springer 2006, ISBN 3-540-36667-9 [contents] - 2005
- [j19]Geoffrey I. Webb
, Songmao Zhang:
K-Optimal Rule Discovery. Data Min. Knowl. Discov. 10(1): 39-79 (2005) - [j18]Geoffrey I. Webb
, Janice R. Boughton, Zhihai Wang:
Not So Naive Bayes: Aggregating One-Dependence Estimators. Mach. Learn. 58(1): 5-24 (2005) - [j17]Geoffrey I. Webb
, Kai Ming Ting:
On the Application of ROC Analysis to Predict Classification Performance Under Varying Class Distributions. Mach. Learn. 58(1): 25-32 (2005) - [c41]Geoffrey I. Webb:
K-Optimal Pattern Discovery: An Efficient and Effective Approach to Exploratory Data Mining. Australian Conference on Artificial Intelligence 2005: 1-2 - [c40]Ying Yang, Kevin B. Korb, Kai Ming Ting, Geoffrey I. Webb
:
Ensemble Selection for SuperParent-One-Dependence Estimators. Australian Conference on Artificial Intelligence 2005: 102-112 - [c39]Shiying Huang, Geoffrey I. Webb:
Pruning Derivative Partial Rules During Impact Rule Discovery. PAKDD 2005: 71-80 - [c38]Shiying Huang, Geoffrey I. Webb:
Discarding Insignificant Rules during Impact Rule Discovery in Large, Dense Databases. SDM 2005: 541-545 - [p1]Ying Yang, Geoffrey I. Webb, Xindong Wu:
Discretization Methods. The Data Mining and Knowledge Discovery Handbook 2005: 113-130 - 2004
- [j16]Honghua Dai, Geoffrey I. Webb:
Guest Editors' Introduction. Int. J. Softw. Eng. Knowl. Eng. 14(4): 365-368 (2004) - [j15]Geoffrey I. Webb
, Zijian Zheng:
Multistrategy Ensemble Learning: Reducing Error by Combining Ensemble Learning Techniques. IEEE Trans. Knowl. Data Eng. 16(8): 980-991 (2004) - [c37]Dhananjay R. Thiruvady
, Geoffrey I. Webb:
Mining Negative Rules Using GRD. PAKDD 2004: 161-165 - [c36]Zhihai Wang, Geoffrey I. Webb, Fei Zheng:
Selective Augmented Bayesian Network Classifiers Based on Rough Set Theory. PAKDD 2004: 319-328 - [e1]Geoffrey I. Webb, Xinghuo Yu:
AI 2004: Advances in Artificial Intelligence, 17th Australian Joint Conference on Artificial Intelligence, Cairns, Australia, December 4-6, 2004, Proceedings. Lecture Notes in Computer Science 3339, Springer 2004, ISBN 3-540-24059-4 [contents] - 2003
- [j14]Chengqi Zhang
, Shichao Zhang, Geoffrey I. Webb
:
Identifying Approximate Itemsets of Interest in Large Databases. Appl. Intell. 18(1): 91-104 (2003) - [c35]Ying Yang, Geoffrey I. Webb:
On Why Discretization Works for Naive-Bayes Classifiers. Australian Conference on Artificial Intelligence 2003: 440-452 - [c34]Zhihai Wang, Geoffrey I. Webb, Fei Zheng:
Adjusting Dependence Relations for Semi-Lazy TAN Classifiers. Australian Conference on Artificial Intelligence 2003: 453-465 - [c33]Shane M. Butler, Geoffrey I. Webb, Rob A. Lewis:
A Case Study in Feature Invention for Breast Cancer Diagnosis Using X-Ray Scatter Images. Australian Conference on Artificial Intelligence 2003: 677-685 - [c32]Geoffrey I. Webb
, Shane M. Butler, Douglas A. Newlands:
On detecting differences between groups. KDD 2003: 256-265 - [c31]Hongbo Shi, Zhihai Wang, Geoffrey I. Webb
, Houkuan Huang:
A New Restricted Bayesian Network Classifier. PAKDD 2003: 265-270 - [c30]Ying Yang, Geoffrey I. Webb
:
Weighted Proportional k-Interval Discretization for Naive-Bayes Classifiers. PAKDD 2003: 501-512 - 2002
- [c29]Yakov Frayman, Bernard F. Rolfe, Geoffrey I. Webb:
Solving Regression Problems Using Competitive Ensemble Models. Australian Joint Conference on Artificial Intelligence 2002: 511-522 - [c28]Zhihai Wang, Geoffrey I. Webb:
A Heuristic Lazy Bayesian Rule Algorithm. AusDM 2002: 57-64 - [c27]Geoffrey I. Webb, Janice R. Boughton, Zhihai Wang:
Averaged One-Dependence Estimators: Preliminary Results. AusDM 2002: 65-74 - [c26]Zhihai Wang, Geoffrey I. Webb:
Comparison of Lazy Bayesian Rule and Tree-Augmented Bayesian Learning. ICDM 2002: 490-497 - [c25]James E. Pearce, Geoffrey I. Webb, Robin N. Shaw, Brian J. Garner:
Experimentation and Self Learning in Continuous Database Marketing. ICDM 2002: 775-778 - [c24]Ying Yang, Geoffrey I. Webb:
Non-Disjoint Discretization for Naive-Bayes Classifiers. ICML 2002: 666-673 - [c23]Damien Brain, Geoffrey I. Webb:
The Need for Low Bias Algorithms in Classification Learning from Large Data Sets. PKDD 2002: 62-73 - 2001
- [j13]Geoffrey I. Webb
, Michael J. Pazzani, Daniel Billsus:
Machine Learning for User Modeling. User Model. User Adapt. Interact. 11(1-2): 19-29 (2001) - [c22]Geoffrey I. Webb:
Candidate Elimination Criteria for Lazy Bayesian Rules. Australian Joint Conference on Artificial Intelligence 2001: 545-556 - [c21]Songmao Zhang, Geoffrey I. Webb:
Further Pruning for Efficient Association Rule Discovery. Australian Joint Conference on Artificial Intelligence 2001: 605-618 - [c20]Ying Yang, Geoffrey I. Webb
:
Proportional k-Interval Discretization for Naive-Bayes Classifiers. ECML 2001: 564-575 - [c19]Geoffrey I. Webb:
Discovering associations with numeric variables. KDD 2001: 383-388 - 2000
- [j12]Geoffrey I. Webb
:
MultiBoosting: A Technique for Combining Boosting and Wagging. Mach. Learn. 40(2): 159-196 (2000) - [j11]Zijian Zheng, Geoffrey I. Webb
:
Lazy Learning of Bayesian Rules. Mach. Learn. 41(1): 53-84 (2000) - [c18]Geoffrey I. Webb:
Efficient search for association rules. KDD 2000: 99-107
1990 – 1999
- 1999
- [j10]Geoffrey I. Webb
, Jason Wells, Zijian Zheng:
An Experimental Evaluation of Integrating Machine Learning with Knowledge Acquisition. Mach. Learn. 35(1): 5-23 (1999) - [c17]Zijian Zheng, Geoffrey I. Webb, Kai Ming Ting:
Lazy Bayesian Rules: A Lazy Semi-Naive Bayesian Learning Technique Competitive to Boosting Decision Trees. ICML 1999: 493-502 - [c16]Geoffrey I. Webb:
Decision Tree Grafting From the All Tests But One Partition. IJCAI 1999: 702-707 - [c15]Zijian Zheng, Geoffrey I. Webb:
Stochastic Attribute Selection Committees with Aultiple Boosting: Learning More Accurate and More Stable Classifer Committees. PAKDD 1999: 123-132 - [c14]Douglas A. Newlands, Geoffrey I. Webb:
Convex Hulls in Concept Induction. PAKDD 1999: 306-316 - 1998
- [j9]Geoffrey I. Webb:
Preface to UMUAI Special Issue on Machine Learning for User Modeling. User Model. User Adapt. Interact. 8(1-2): 1-3 (1998) - [j8]Bark Cheung Chiu, Geoffrey I. Webb:
Using Decision Trees for Agent Modeling: Improving Prediction Performance. User Model. User Adapt. Interact. 8(1-2): 131-152 (1998) - [c13]Geoffrey I. Webb:
The Problem of Missing Values in Decision Tree Grafting. Australian Joint Conference on Artificial Intelligence 1998: 273-283 - [c12]Geoffrey I. Webb, Michael J. Pazzani:
Adjusted Probability Naive Bayesian Induction. Australian Joint Conference on Artificial Intelligence 1998: 285-295 - [c11]Zijian Zheng, Geoffrey I. Webb:
Stochastic Attribute Selection Committees. Australian Joint Conference on Artificial Intelligence 1998: 321-332 - [c10]Murlikrishna Viswanathan, Geoffrey I. Webb:
Classification Learning Using All Rules. ECML 1998: 149-159 - [c9]Zijian Zheng, Geoffrey I. Webb, Kai Ming Ting:
Integrating boosting and stochastic attribute selection committees for further improving the performance of decision tree learning. ICTAI 1998: 216-223 - [c8]Geoffrey I. Webb, Mark Kuzmycz:
Evaluation of Data Aging: A Technique for Discounting Old Data During Student Modeling. Intelligent Tutoring Systems 1998: 384-393 - 1997
- [c7]Bark Cheung Chiu, Geoffrey I. Webb, Zijian Zheng:
Using Decision Trees for Agent Modelling: A Study on Resolving Confliction Predictions. Australian Joint Conference on Artificial Intelligence 1997: 349-358 - [c6]Geoffrey I. Webb:
Decision Tree Grafting. IJCAI (2) 1997: 846-851 - 1996
- [j7]Geoffrey I. Webb:
Further Experimental Evidence against the Utility of Occam's Razor. J. Artif. Intell. Res. 4: 397-417 (1996) - [j6]Geoffrey I. Webb
:
Integrating machine learning with knowledge acquisition through direct interaction with domain experts. Knowl. Based Syst. 9(4): 253-266 (1996) - [c5]Geoffrey I. Webb
:
Cost-Sensitive Specialization. PRICAI 1996: 23-34 - [i2]Geoffrey I. Webb:
Further Experimental Evidence against the Utility of Occam's Razor. CoRR cs.AI/9605101 (1996) - 1995
- [j5]Geoffrey I. Webb:
OPUS: An Efficient Admissible Algorithm for Unordered Search. J. Artif. Intell. Res. 3: 431-465 (1995) - [j4]Geoffrey I. Webb
, Mark Kuzmycz:
Feature Based Modelling: A Methodology for Producing Coherent, Consistent, Dynamically Changing Models of Agents' Competencies. User Model. User Adapt. Interact. 5(2): 117-150 (1995) - [c4]Philip A. Smith, Geoffrey I. Webb:
Transparency Debugging with Explanations for Novice Programmers. AADEBUG 1995: 105-118 - [c3]Douglas A. Newlands, Geoffrey I. Webb:
Polygonal Inductive Generalisation System. IEA/AIE 1995: 587-592 - [i1]Geoffrey I. Webb:
OPUS: An Efficient Admissible Algorithm for Unordered Search. CoRR abs/cs/9512101 (1995) - 1992
- [j3]Geoffrey I. Webb
, John W. M. Agar:
Inducing diagnostic rules for glomerular disease with the DLG machine learning algorithm. Artif. Intell. Medicine 4(6): 419-430 (1992) - [c2]Mark Kuzmycz, Geoffrey I. Webb
:
Evaluation of Feature Based Modelling in Subtraction. Intelligent Tutoring Systems 1992: 269-276 - 1990
- [j2]Louis Sanzogn, Francis Suraweera, Geoffrey I. Webb
:
Improving the efficiency of rule-based expert systems by rule activation. J. Exp. Theor. Artif. Intell. 2(4): 369-380 (1990)
1980 – 1989
- 1988
- [j1]Geoffrey I. Webb:
A Knowledge-Based Approach to Computer-Aided Learning. Int. J. Man Mach. Stud. 29(3): 257-285 (1988) - [c1]Geoffrey I. Webb
:
Techniques for Efficient Empirical Induction. Australian Joint Conference on Artificial Intelligence 1988: 225-239
Coauthor Index
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