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	315	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	244	2012
Generalised weakened fictitious play DS Leslie, EJ Collins Games and Economic Behavior 56 (2), 285-298, 2006	220	2006
Individual Q-learning in normal form games DS Leslie, EJ Collins SIAM Journal on Control and Optimization 44 (2), 495-514, 2005	206	2005
Bandit learning in concave N-person games M Bravo, D Leslie, P Mertikopoulos Advances in Neural Information Processing Systems 31, 5661-5671, 2018	144	2018
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	112	2021
Convergent multiple-timescales reinforcement learning algorithms in normal form games DS Leslie, EJ Collins The Annals of Applied Probability 13 (4), 1231-1251, 2003	112	2003
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	93	2017
BOSS: Bayesian Optimization over String Spaces H Moss, DS Leslie, D Beck, J Gonzalez, P Rayson Advances in neural information processing systems 33, 2020	87	2020
Time-varying decision boundaries: insights from optimality analysis G Malhotra, DS Leslie, CJH Ludwig, R Bogacz Psychonomic bulletin & review 25 (3), 971-996, 2018	84	2018
Overcoming indecision by changing the decision boundary G Malhotra, DS Leslie, CJH Ludwig, R Bogacz Journal of Experimental Psychology: General, 2017	71	2017
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
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	58	2013
Best-response dynamics in zero-sum stochastic games DS Leslie, S Perkins, Z Xu Journal of Economic Theory 189, 105095, 2020	56	2020
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	53	2008
A general approach to heteroscedastic linear regression DS Leslie, R Kohn, DJ Nott Statistics and Computing 17, 131-146, 2007	53	2007
Stochastic fictitious play with continuous action sets S Perkins, DS Leslie Journal of Economic Theory 152, 179-213, 2014	52	2014
Context-dependent decision-making: a simple Bayesian model K Lloyd, DS Leslie Journal of The Royal Society Interface 10 (82), 20130069, 2013	51	2013
Mixed-strategy learning with continuous action sets S Perkins, P Mertikopoulos, DS Leslie IEEE Transactions on Automatic Control 62 (1), 379-384, 2017	50	2017
Asynchronous stochastic approximation with differential inclusions S Perkins, DS Leslie Stochastic Systems 2 (2), 409-446, 2013	50	2013

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