Английская Википедия:Geoff Webb
Шаблон:Short description Шаблон:Other uses Шаблон:Use dmy dates Шаблон:Infobox scientist Geoffrey I. Webb (also known as Geoff Webb) is Professor in the Department of Data Science and Artificial Intelligence at Monash University, founder and director of Data Mining software development and consultancy company G. I. Webb and Associates,[1] and former editor-in-chief of the journal Data Mining and Knowledge Discovery.[2] Before joining Monash University he was on the faculty at Griffith University from 1986 to 1988 and then at Deakin University from 1988 to 2002.
Webb has published more than 300 scientific papers in the fields of machine learning, data science, data mining, data analytics, time series analytics, big data, bioinformatics and user modeling.[3] He is an editor of the Encyclopedia of Machine Learning.[4]
Webb created the Averaged One-Dependence Estimators (AODE) machine learning algorithm[5] and its generalization Averaged N-Dependence Estimators (ANDE)[6] and has worked extensively on statistically sound association rule learning.[7][8][9] [10] His early work included advocating the use of machine learning to create black box user models;[11] interactive machine learning;[12][13] decision tree grafting;[14] and one of the first approaches to association rule learning using minimum support and confidence to find the rules for the first associative classifier, FBM.[15] He has developed multiple novel approaches to time series classification.[16][17][18] He has worked on diverse problems including concept drift,[19] scalable learning of graphical models,[20] human in the loop machine learning,[21] computational protein biology.[22]
Webb's awards include inaugural Eureka Prize for Excellence in Data Science, 2017,[23] IEEE Fellow,[24] IEEE International Conference on Data Mining 10-year Highest Impact Award, 2023,[25] Pacific-Asia Conference on Knowledge Discovery and Data Mining Distinguished Research Contributions Award, 2022,[26] Australian Computer Society ICT Researcher of the Year Award 2016,[27] the IEEE International Conference on Data Mining Outstanding Service Award, 2013[28] an Australian Research Council Outstanding Researcher Award, 2014[29] and multiple Australian Research Council Discovery Grants.[30] He has thrice been recognised by The Australian Research Magazine as Australia's leading Bioinformatics and Computational Biology researcher[31][32][33] as well as Australia's leading Data Mining and Analysis researcher.[34]
Webb is a foundation member of the editorial advisory board of the journal Statistical Analysis and Data Mining.[35] He has served on the Editorial Boards of the journals Machine Learning, ACM Transactions on Knowledge Discovery in Data, User Modeling and User Adapted Interaction, and Knowledge and Information Systems.
Webb was elected to the ACM Special Interest Group on Knowledge Discovery and Data Mining Executive Committee in 2017.[36]
External links
References
- ↑ "G. I. Webb and Associates"
- ↑ "Data Mining and Knowledge Discovery Journal" Retrieved on 2013-10-20.
- ↑ Шаблон:GoogleScholar
- ↑ "Encyclopedia of Machine Learning"
- ↑ Шаблон:Cite journal
- ↑ Шаблон:Cite journal
- ↑ Шаблон:Cite journal
- ↑ Шаблон:Cite journal
- ↑ Шаблон:Cite journal
- ↑ Шаблон:Cite journal
- ↑ Шаблон:Cite journal
- ↑ Шаблон:Cite journal
- ↑ Шаблон:Cite journal
- ↑ Шаблон:Cite journal
- ↑ Шаблон:Cite conference
- ↑ Шаблон:Cite journal
- ↑ Шаблон:Cite journal
- ↑ Шаблон:Cite journal
- ↑ "Concept Drift: Learning From Non-Stationary Distributions"
- ↑ "Scalable Graphical Modeling"
- ↑ "Interactive machine learning and data analytics"
- ↑ "Computational Biology"
- ↑ "Eureka Prize Winners 2017"
- ↑ "IEEE Fellows 2015"
- ↑ "IEEE Data Mining Awards"
- ↑ "PAKDD 2022 Awards"
- ↑ ACS Digital Disruptors Awards Winners 2016
- ↑ Шаблон:Cite web
- ↑ Discovery Projects Funding Outcomes for Projects Commencing in 2014
- ↑ Шаблон:Cite web
- ↑ Шаблон:Cite news
- ↑ Шаблон:Cite news
- ↑ Шаблон:Cite news
- ↑ Шаблон:Cite news
- ↑ Statistical Analysis and Data Mining Editorial Board
- ↑ About SIGKDD
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