John S Shawe-Taylor is a professor at University College London (UK) where he is Director of the Centre for Computational Statistics and Machine Learning (CSML). His main research area is Statistical Learning Theory, but his contributions range from Neural Networks, to Machine Learning, to Graph Theory.
John Shawe-Taylor obtained a PhD in Mathematics at Royal Holloway, University of London in 1986. He subsequently completed an MSc in the Foundations of Advanced Information Technology at Imperial College. He was promoted to Professor of Computing Science in 1996. He has published over 150 research papers. He moved to the University of Southampton in 2003 to lead the ISIS research group. He has been appointed the Director of the Centre for Computational Statistics and Machine Learning at University College, London from July 2006. He has coordinated a number of European wide projects investigating the theory and practice of Machine Learning, including the NeuroCOLT projects. He is currently the scientific coordinator of a Framework VI Network of Excellence in Pattern Analysis, Statistical Modelling and Computational Learning (PASCAL) involving 57 partners.
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lecture
Statistical Learning Theory
as author at Machine Learning Summer School (MLSS), Berder Island 2004,
96128 views
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tutorial
Kernel Methods and Support Vector Machines
as author at Machine Learning Summer School (MLSS), Chicago 2009,
17099 views
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invited talk
Deep-er Kernels
as author at International Workshop on Advances in Regularization, Optimization, Kernel Methods and Support Vector Machines (ROKS): theory and applications, Leuven 2013,
11972 views
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lecture
Support Vector and Kernel Methods
as author at Advanced Course on AI (ACAI), Ljubljana 2005,
18100 views
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tutorial
Learning Theory
as author at Machine Learning Summer School (MLSS), Cambridge 2009,
13518 views
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lecture
Kernel Methods in Statistical Learning
as author at SMART Workshop, Grenoble 2007,
14455 views
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event
NIPS Workshop on Dynamical Systems, Stochastic Processes and Bayesian Inference, Whistler 2006
as organizer at NIPS Workshop on Dynamical Systems, Stochastic Processes and Bayesian Inference, Whistler 2006,
together with:
Cedric Archambeau (organizer),
Manfred Opper (organizer),
15009 views
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lecture
PAC-Bayes Analysis of Classification
as author at The Analysis of Patterns, Bertinoro 2007,
9930 views
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lecture
Graph complexity for structure and learning
as author at Workshop on Graph Theory and Machine Learning,
8967 views
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tutorial
PAC-Bayesian Analysis and Its Applications
as author at European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), Bristol 2012,
together with:
Yevgeny Seldin,
François Laviolette,
5867 views
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invited talk
Limitations of kernel and multiple kernel learning
as author at 1st International Workshop on Similarity-Based Pattern Analysis and Recognition,
5667 views
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tutorial
Statistical Aspects of Pattern Analysis
as author at The Analysis of Patterns, Erice 2005,
7293 views
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lecture
PAC-Bayes Analysis: Background and Applications
as author at Machine Learning Summer School (MLSS), Chicago 2009,
5826 views
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lecture
Kernel Learning for Novelty Detection
as author at NIPS Workshop on Kernel Learning: Automatic Selection of Optimal Kernels, Whistler 2008,
5850 views
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lecture
Statistical Significance and Stability Analysis for Patterns
as author at The Analysis of Patterns, Cagliari 2009,
5270 views
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opening
Opening and Awards Ceremony at the ECML PKDD 2009
as chairman at European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), Bled 2009,
together with:
Dunja Mladenić (chairman),
Marko Grobelnik (chairman),
Wray Buntine (chairman),
5132 views
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opening
Opening Remarks and Awards
as author at 24th Annual Conference on Neural Information Processing Systems (NIPS), Vancouver 2010,
together with:
Terrence J. Sejnowski,
Richard Zemel,
4684 views
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poster
Multiple Kernel Testing for SVM-based System Identification
as author at New Directions in Multiple Kernel Learning,
4373 views
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lecture
Adaptive Modelling via Pattern Analysis and the Kernel Methods approach
as author at Spring School in Complexity Science, Southampton 2006,
5578 views
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lecture
Deep-er Kernels
as author at Large-scale Online Learning and Decision Making (LSOLDM) Workshop, Cumberland Lodge 2013,
3314 views
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opening
Welcome
as organizer at 1st UCL-Duke University Workshop on Sensing and Analysis of High-Dimensional Data (SAHD), London 2014,
together with:
Miguel Rodrigues (organizer),
Robert Calderbank (organizer),
2993 views
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lecture
Theory of Matching Pursuit in Kernel Defined Feature Spaces
as author at NIPS Workshop on New Challenges in Theoretical Machine Learning: Learning with Data-dependent Concept Spaces, Whistler 2008,
4838 views
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event
Video Journal of Machine Learning Abstracts - Volume 1
as editor at Video Journal of Machine Learning Abstracts - Volume 1,
together with:
Richard Zemel (editor),
14432 views
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opening
Opening of the Workshop on Co-creation of Emerging Trends in Academia
as author at Workshop on Co-creation of Emerging Trends in Academia, Ljubljana 2012,
3379 views
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panel
Panel
as coauthor at Pascal Symposium meeting, Bled 2008,
together with:
Gunnar Rätsch (coauthor),
Colin de la Higuera (moderator),
Marko Grobelnik (coauthor),
José L. Balcázar (coauthor),
Nello Cristianini (coauthor),
4764 views
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opening
Welcome and Introduction
as author at 1st Internet of Education Conference - The role of Computer Science in the Internet of Education, Ljubljana 2013,
2973 views
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lecture
Targeted PDF Learning
as author at Open House on Multi-Task and Complex Outputs Learning, London 2006,
4844 views
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lecture
PAC-Bayes Analysis: Links to Luckiness and Applications
as author at PASCAL Foundations and New Trends of PAC Bayesian Learning, London 2010,
3773 views
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event
Video Journal of Machine Learning Abstracts - Volume 4
as editor at Video Journal of Machine Learning Abstracts - Volume 4,
together with:
Alfons Juan-Císcar (editor),
Samuel Kaski (editor),
Davor Orlič (editor),
Moritz Grosse-Wentrup,
Jan Rupnik,
4437 views
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lecture
Exploration versus Exploitation
as author at PASCAL Second Challenges Workshop, Venice 2006,
4284 views
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lecture
Operational overview and historical background, scientific programme
as author at Pascal Symposium meeting, Bled 2008,
together with:
Steve Gunn,
3865 views
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lecture
Challenge results: PASCAL Exploration Vs Exploitation challenge results for phase II
as author at NIPS Workshop on On-line Trading of Exploration and Exploitation, Whistler 2006,
3986 views
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lecture
Simple UCB for parallel tracking
as author at PASCAL Second Challenges Workshop, Venice 2006,
3850 views
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panel
Panel: Accessing OER - Challenges and Solutions
as panelist at Satellite Events,
together with:
Tel Amiel (panelist),
Gregor Leban (panelist),
967 views
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lecture
Accessing OER: Challenges and Pointers
as author at Satellite Events,
862 views
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interview
Interview with John Shawe-Taylor
as interviewer at HumaneAI kickoff,
488 views
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interview
John Shawe-Taylor, University College London on the importance of a Network of Excellence in Africa
as interviewer at Workshop Toward a Network of Excellence in Artificial Intelligence for Development (AI4D) in sub-Saharan Africa,
385 views
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keynote
Keynote speech by Professor John Shawe-Taylor
as author at The Role of AI & Digital Twins in Decarbonising Construction,
56 views
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lecture
Posvet o postavitvi in vlogi Mednarodnega raziskovalnega centra za umetno inteligenco pod okriljem UNESCO (IRCAI)
as presenter at Posvet o postavitvi in vlogi Mednarodnega raziskovalnega centra za umetno inteligenco pod okriljem UNESCO (IRCAI),
together with:
Gašper Hrastelj (presenter),
Zeynep Varoglu (presenter),
Mitja Jermol (presenter),
Mitja Jermol (presenter),
Jernej Pikalo (presenter),
25 views
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keynote
AI in Education
as author at Open Education Eduscope 2020,
51 views
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lecture
History, Status, Ecosystem, Vision, Network and work with UNESCO (presentation)
as author at IRCAI official launch as a virtual conference, 2021,
20 views
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lecture
Concluding remarks
as author at IRCAI official launch as a virtual conference, 2021,
10 views
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lecture
Opening
as author at Cracking the Language Barrier for a Multilingual Africa, 2021,
4 views
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Springer,
