Geoff Webb

Cited by

	All	Since 2015
Citations	13371	7337
h-index	52	42
i10-index	169	118

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Co-authors

Jiangning SongAssociate Professor, Biomedicine Discovery 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
André LeierUniversity of Alabama at BirminghamVerified email at uabmc.edu
Fuyi LiPeter Doherty Institute for Infection and Immunity, University of MelbourneVerified email at unimelb.edu.au
Kai Ming TingNanjing UniversityVerified email at nju.edu.cn
James WhisstockMonash University, ARC Centre of Excellence in Advanced Molecular Imaging, EMBL AustraliaVerified email at monash.edu
Kuo-Chen ChouGordon Life Science Institute, USAVerified email at gordonlifescience.org
Claude SammutProfessor of Computer Science and Engineering, University of New South WalesVerified email at cse.unsw.edu.au
Chen LiAustralian NHMRC CJ Martin Research Fellow, Monash UniversityVerified email at monash.edu
Trevor LithgowMonash UniversityVerified email at monash.edu
Robert N PikeLa Trobe UniversityVerified email at latrobe.edu.au
Germain ForestierFull Professor of Computer Science, Université de Haute AlsaceVerified email at uha.fr
Eamonn KeoghProfessor of Computer Science, University of California - RiversideVerified email at cs.ucr.edu
Mark J. CarmanPolitecnico di MilanoVerified email at polimi.it
Charlotte PelletierUniv. Bretagne SudVerified email at univ-ubs.fr
Jesus CerquidesTenured Researcher, IIIA-CSICVerified email at iiia.csic.es
Roger DalyDept of Biochemistry and Molecular Biology, Monash UniversityVerified email at monash.edu
ChangWei TanFaculty of Information Technology, Monash UniversityVerified email at monash.edu
Gholamreza (Reza) HaffariAssociate Professor, Faculty of Information Technology, Monash 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	968	2011
Multiboosting: A technique for combining boosting and wagging GI Webb Machine learning 40 (2), 159-196, 2000	792	2000
Not so naive Bayes: Aggregating one-dependence estimators GI Webb, JR Boughton, Z Wang Machine Learning 58 (1), 5-24, 2005	738	2005
Machine learning for user modeling GI Webb, MJ Pazzani, D Billsus User modeling and user-adapted interaction 11 (1-2), 19-29, 2001	528	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	426	2009
Lazy learning of Bayesian rules Z Zheng, GI Webb Machine Learning 41 (1), 53-84, 2000	334	2000
Discovering significant patterns GI Webb Machine learning 68 (1), 1-33, 2007	308	2007
OPUS: An efficient admissible algorithm for unordered search GI Webb Journal of Artificial Intelligence Research 3, 431-465, 1995	271	1995
Discretization for naive-Bayes learning: managing discretization bias and variance Y Yang, GI Webb Machine learning 74 (1), 39-74, 2009	255*	2009
Efficient search for association rules GI Webb Proceedings of the Sixth ACM SIGKDD International Conference on Knowledge …, 2000	252	2000
Encyclopedia of machine learning and data mining C Sammut, GI Webb Springer, 2017	225	2017
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	222	2002
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	200	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	195	2014
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	178*	2014
Characterizing Concept Drift GI Webb, R Hyde, H Cao, HL Nguyen, F Petitjean Data Mining and Knowledge Discovery, 2016	174	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	170	2018
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	170	2004
KDD'15: Proceedings of the 21st ACM SIGKDD Conference on Knowledge Discovery and Data Mining L Cao, C Zhang, T Joachims, GIB Webb, D Margineantu, G Williams Association for Computing Machinery (ACM), 2015	161	2015
Alleviating naive Bayes attribute independence assumption by attribute weighting NA Zaidi, J Cerquides, MJ Carman, GI Webb The Journal of Machine Learning Research 14 (1), 1947-1988, 2013	153	2013

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