David S. Leslie

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Alex RogersProfessor of Computer Science, University of OxfordVerified email at cs.ox.ac.uk
Nick JenningsVice-Chancellor and President, Loughborough UniversityVerified email at lboro.ac.uk
Henry B MossEarly Career Fellow, University of CambridgeVerified email at cam.ac.uk
Professor Paul RaysonSchool of Computing and Communications, Lancaster University, UKVerified email at lancaster.ac.uk
Archie ChapmanAssociate Professor, Electrical Engineering and Computer Science, University of QueenslandVerified email at uq.edu.au
James A GrantLecturer in Statistics, Lancaster UniversityVerified email at lancaster.ac.uk
Panayotis MertikopoulosCNRSVerified email at imag.fr
Quentin F. GronauUniversity of NewcastleVerified email at newcastle.edu.au
Alexander LyCentrum Wiskunde & InformaticaVerified email at cwi.nl
Dora MatzkeAssociate Professor, University of AmsterdamVerified email at uva.nl
Jonathan ForsterUniversity of SouthamptonVerified email at soton.ac.uk
Helen SteingroeverUniversity of AmsterdamVerified email at uva.nl
Maarten MarsmanAssistant Professor, University of AmsterdamVerified email at uva.nl
Eric-Jan WagenmakersUniversity of AmsterdamVerified email at uva.nl
Rafal BogaczMRC Brain Network Dynamics Unit at the University of OxfordVerified email at ndcn.ox.ac.uk
Casimir LudwigSchool of Psychological Science, University of BristolVerified email at bristol.ac.uk
Gaurav MalhotraAssistant Professor, SUNY AlbanyVerified email at albany.edu
Michalis SmyrnakisResearch Scientist, STFC LaboratoryVerified email at stfc.ac.uk
Javier GonzálezMicrosoft Research CambridgeVerified email at microsoft.com
Anthony LeeSchool of Mathematics, University of BristolVerified email at bristol.ac.uk

David S. Leslie

Professor of Statistical Learning, Lancaster University

Verified email at lancaster.ac.uk - Homepage

Statistical learning Game theory Decision-making


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A tutorial on bridge sampling QF Gronau, A Sarafoglou, D Matzke, A Ly, U Boehm, M Marsman, ... Journal of mathematical psychology 81, 80-97, 2017	282	2017
Optimistic Bayesian sampling in contextual-bandit problems BC May, N Korda, A Lee, DS Leslie Journal of Machine Learning Research 13, 2069-2106, 2012	234	2012
Generalised weakened fictitious play DS Leslie, EJ Collins Games and Economic Behavior 56 (2), 285-298, 2006	203	2006
Individual Q-learning in normal form games DS Leslie, EJ Collins SIAM Journal on Control and Optimization 44 (2), 495-514, 2005	186	2005
Bandit learning in concave N-person games M Bravo, D Leslie, P Mertikopoulos Advances in Neural Information Processing Systems 31, 5661-5671, 2018	128	2018
Convergent multiple-timescales reinforcement learning algorithms in normal form games DS Leslie, EJ Collins The Annals of Applied Probability 13 (4), 1231-1251, 2003	103	2003
Decentralized Q-learning in zero-sum Markov games M Sayin, K Zhang, D Leslie, T Basar, A Ozdaglar Advances in Neural Information Processing Systems 34, 18320-18334, 2021	84	2021
Drosophila PINK1 and parkin loss-of-function mutants display a range of non-motor Parkinson’s disease phenotypes JJL Julienne, H., Buhl, E., Leslie, D. S. & Hodge Neurobiology of Disease, 2017	84	2017
Time-varying decision boundaries: insights from optimality analysis G Malhotra, DS Leslie, CJH Ludwig, R Bogacz Psychonomic bulletin & review 25 (3), 971-996, 2018	76	2018
BOSS: Bayesian Optimization over String Spaces H Moss, DS Leslie, D Beck, J Gonzalez, P Rayson Advances in neural information processing systems 33, 2020	73	2020
A unifying framework for iterative approximate best-response algorithms for distributed constraint optimization problems AC Chapman, A Rogers, NR Jennings, DS Leslie Knowledge Engineering Review 26 (4), 411-444, 2011	68	2011
Overcoming indecision by changing the decision boundary G Malhotra, DS Leslie, CJH Ludwig, R Bogacz Journal of Experimental Psychology: General, 2017	61	2017
Convergent learning algorithms for unknown reward games AC Chapman, DS Leslie, A Rogers, NR Jennings SIAM Journal on Control and Optimization 51 (4), 3154-3180, 2013	55	2013
A general approach to heteroscedastic linear regression DS Leslie, R Kohn, DJ Nott Statistics and Computing 17, 131-146, 2007	51	2007
Stochastic fictitious play with continuous action sets S Perkins, DS Leslie Journal of Economic Theory 152, 179-213, 2014	50	2014
Best-response dynamics in zero-sum stochastic games DS Leslie, S Perkins, Z Xu Journal of Economic Theory 189, 105095, 2020	48	2020
{REX}: A Development Platform and Online Learning Approach for Runtime Emergent Software Systems B Porter, M Grieves, R Rodrigues Filho, D Leslie 12th {USENIX} Symposium on Operating Systems Design and Implementation …, 2016	48	2016
On similarities between inference in game theory and machine learning I Rezek, DS Leslie, S Reece, SJ Roberts, A Rogers, RK Dash, ... Journal of Artificial Intelligence Research 33, 259-283, 2008	48	2008
Mixed-strategy learning with continuous action sets S Perkins, P Mertikopoulos, DS Leslie IEEE Transactions on Automatic Control 62 (1), 379-384, 2017	47	2017
Context-dependent decision-making: a simple Bayesian model K Lloyd, DS Leslie Journal of The Royal Society Interface 10 (82), 20130069, 2013	47	2013

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