Geoff Webb

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Jiangning (John) SongAssociate Professor, Biomedicine Discovery Institute and Data Futures Institute, Monash UniversityVerified email at monash.edu
François PetitjeanAustralian GovernmentVerified email at monash.edu
Tatsuya AkutsuProfessor, Bioinformatics Center, Institute for Chemical Research, Kyoto UniversityVerified email at kuicr.kyoto-u.ac.jp
Fuyi LiProfessor, College of Information Engineering, Northwest A&F UniversityVerified email at nwafu.edu.cn
André LeierUniversity of Alabama at BirminghamVerified email at uabmc.edu
Ying YangAustralian Taxation OfficeVerified email at ato.gov.au
Claude SammutProfessor of Computer Science and Engineering, University of New South WalesVerified email at cse.unsw.edu.au
Kai Ming TingNanjing UniversityVerified email at nju.edu.cn
Nayyar ZaidiDeakin UniversityVerified email at deakin.edu.au
Chen LiResearch Fellow, Monash UniversityVerified email at monash.edu
James WhisstockMonash University, ARC Centre of Excellence in Advanced Molecular Imaging, EMBL AustraliaVerified email at monash.edu
Charlotte PelletierUniv. Bretagne SudVerified email at univ-ubs.fr
Yanan WangMonash UniversityVerified email at monash.edu
Roger DalyDept of Biochemistry and Molecular Biology, Monash UniversityVerified email at monash.edu
Germain ForestierFull Professor of Computer Science, Université de Haute AlsaceVerified email at uha.fr
ChangWei TanFaculty of Information Technology, Monash UniversityVerified email at monash.edu
Trevor LithgowMonash UniversityVerified email at monash.edu
Zhen ChenSchool of the Built Environment, Heriot-Watt UniversityVerified email at hw.ac.uk
Christoph BergmeirMonash UniversityVerified email at monash.edu
Robert N PikeLa Trobe UniversityVerified email at latrobe.edu.au

Geoff Webb

Professor of Information Technology Research, Monash University

Verified email at monash.edu - Homepage

Machine Learning Data Science Pattern Discovery Time Series Classification Concept Drift


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Encyclopedia of machine learning C Sammut, GI Webb Springer Science & Business Media, 2011	1603	2011
Multiboosting: A technique for combining boosting and wagging GI Webb Machine learning 40 (2), 159-196, 2000	862	2000
Not so naive Bayes: Aggregating one-dependence estimators GI Webb, JR Boughton, Z Wang Machine Learning 58 (1), 5-24, 2005	843	2005
Recommender systems. P Melville, V Sindhwani, C Sammat, GI Webb Encyclopedia of machine learning 1, 829-838, 2010	757	2010
Machine learning for user modeling GI Webb, MJ Pazzani, D Billsus User modeling and user-adapted interaction 11 (1), 19-29, 2001	585	2001
Supervised descriptive rule discovery: A unifying survey of contrast set, emerging pattern and subgroup mining. PK Novak, N Lavrač, GI Webb Journal of Machine Learning Research 10 (2), 2009	491	2009
Encyclopedia of machine learning and data mining C Sammut, GI Webb Springer Publishing Company, Incorporated, 2017	487	2017
Inceptiontime: Finding alexnet for time series classification H Ismail Fawaz, B Lucas, G Forestier, C Pelletier, DF Schmidt, J Weber, ... Data Mining and Knowledge Discovery 34 (6), 1936-1962, 2020	357	2020
Lazy learning of Bayesian rules Z Zheng, GI Webb Machine Learning 41 (1), 53-84, 2000	346	2000
Characterizing Concept Drift GI Webb, R Hyde, H Cao, HL Nguyen, F Petitjean Data Mining and Knowledge Discovery, 2016	340	2016
Discovering significant patterns GI Webb Machine learning 68 (1), 1-33, 2007	337	2007
iFeature: a Python package and web server for features extraction and selection from protein and peptide sequences Z Chen, P Zhao, F Li, A Leier, TT Marquez-Lago, Y Wang, GI Webb, ... Bioinformatics 34 (14), 2499-2502, 2018	329	2018
OPUS: An efficient admissible algorithm for unordered search GI Webb Journal of Artificial Intelligence Research 3, 431-465, 1995	292	1995
Discretization for naive-Bayes learning: managing discretization bias and variance Y Yang, GI Webb Machine learning 74 (1), 39-74, 2009	290*	2009
PROSPER: an integrated feature-based tool for predicting protease substrate cleavage sites J Song, H Tan, AJ Perry, T Akutsu, GI Webb, JC Whisstock, RN Pike PloS one 7 (11), e50300, 2012	271	2012
Efficient search for association rules GI Webb Proceedings of the Sixth ACM SIGKDD International Conference on Knowledge …, 2000	265	2000
Temporal convolutional neural network for the classification of satellite image time series C Pelletier, GI Webb, F Petitjean Remote Sensing 11 (5), 523, 2019	257	2019
Dynamic time warping averaging of time series allows faster and more accurate classification F Petitjean, G Forestier, GI Webb, AE Nicholson, Y Chen, E Keogh 2014 IEEE international conference on data mining, 470-479, 2014	249	2014
A comparative study of discretization methods for naive-Bayes classifiers Y Yang, GI Webb Proceedings of the 2002 Pacific Rim Knowledge Acquisition Workshop (PKAW'02 …, 2002	246	2002
Multistrategy ensemble learning: Reducing error by combining ensemble learning techniques GI Webb, Z Zheng IEEE Transactions on Knowledge and Data Engineering 16 (8), 980-991, 2004	229	2004

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