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 LiPeter Doherty Institute for Infection and Immunity, University of MelbourneVerified email at unimelb.edu.au
Ying YangAustralian Taxation OfficeVerified email at ato.gov.au
André LeierUniversity of Alabama at BirminghamVerified email at uabmc.edu
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
James WhisstockMonash University, ARC Centre of Excellence in Advanced Molecular Imaging, EMBL AustraliaVerified email at monash.edu
Chen LiResearch Fellow, Monash UniversityVerified 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
Trevor LithgowMonash UniversityVerified email at monash.edu
ChangWei TanFaculty of Information Technology, Monash UniversityVerified email at monash.edu
Robert N PikeLa Trobe UniversityVerified email at latrobe.edu.au
Eamonn KeoghDistinguished Professor of Computer Science, University of California - RiversideVerified email at cs.ucr.edu
Christoph BergmeirMonash UniversityVerified email at monash.edu

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


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
Encyclopedia of machine learning C Sammut, GI Webb Springer Science & Business Media, 2011	1491	2011
Multiboosting: A technique for combining boosting and wagging GI Webb Machine learning 40 (2), 159-196, 2000	856	2000
Not so naive Bayes: Aggregating one-dependence estimators GI Webb, JR Boughton, Z Wang Machine Learning 58 (1), 5-24, 2005	829	2005
Machine learning for user modeling GI Webb, MJ Pazzani, D Billsus User modeling and user-adapted interaction 11 (1), 19-29, 2001	577	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	482	2009
Encyclopedia of machine learning and data mining C Sammut, GI Webb Springer Publishing Company, Incorporated, 2017	439	2017
Lazy learning of Bayesian rules Z Zheng, GI Webb Machine Learning 41 (1), 53-84, 2000	346	2000
Discovering significant patterns GI Webb Machine learning 68 (1), 1-33, 2007	334	2007
Characterizing Concept Drift GI Webb, R Hyde, H Cao, HL Nguyen, F Petitjean Data Mining and Knowledge Discovery, 2016	320	2016
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	294	2018
OPUS: An efficient admissible algorithm for unordered search GI Webb Journal of Artificial Intelligence Research 3, 431-465, 1995	290	1995
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	287	2020
Discretization for naive-Bayes learning: managing discretization bias and variance Y Yang, GI Webb Machine learning 74 (1), 39-74, 2009	287*	2009
Efficient search for association rules GI Webb Proceedings of the Sixth ACM SIGKDD International Conference on Knowledge …, 2000	267	2000
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	265	2012
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	246	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	240	2002
Temporal convolutional neural network for the classification of satellite image time series C Pelletier, GI Webb, F Petitjean Remote Sensing 11 (5), 523, 2019	233	2019
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	219	2004
Accurate in silico identification of species-specific acetylation sites by integrating protein sequence-derived and functional features Y Liu, M Wang, H Wang, H Tan, Z Zhang, G Webb, J Song Scientific Reports 4 (Art. No.: 5765), 1-12, 2014	210*	2014

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