Rafal Bogacz

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Jonathan D. CohenProfessor of NeuroscienceVerified email at princeton.edu
Peter BrownMRC Brain Network Dynamics Unit at the University of OxfordVerified email at ndcn.ox.ac.uk
Philip HolmesProfessor of Applied & Computational Mathematics, Princeton UniversityVerified email at math.princeton.edu
Yuhang SongUniversity of OxfordVerified email at ndcn.ox.ac.uk
Thomas LukasiewiczVienna University of Technology, Austria; University of Oxford, UKVerified email at tuwien.ac.at
Malcolm W. BrownProfessor of Cognitive Neuroscience, University of BristolVerified email at bristol.ac.uk
Tommaso SalvatoriVERSES Research LabVerified email at verses.io
Eric Shea-BrownApplied Mathematics, University of WashingtonVerified email at uw.edu
Benoit DuchetMRC Brain Network Dynamics Unit at the University of OxfordVerified email at ndcn.ox.ac.uk
Christophe Giraud-CarrierBrigham Young UniversityVerified email at cs.byu.edu
Jeff MoehlisProfessor of Mechanical Engineering, University of California, Santa BarbaraVerified email at ucsb.edu
Damian M. HerzClinical Research Fellow, Johannes Gutenberg Universitymedicine MainzVerified email at uni-mainz.de
Nick YeungDept of Experimental Psychology, University of OxfordVerified email at psy.ox.ac.uk
Gihan WeerasinghePostdoctoral Researcher, University of OxfordVerified email at ndcn.ox.ac.uk
Birte ForstmannUniversity of AmsterdamVerified email at uva.nl
James A. R. MarshallProfessor of Theoretical & Computational Biology, University of SheffieldVerified email at sheffield.ac.uk
Peter J. MagillMRC Brain Network Dynamics Unit at the University of OxfordVerified email at pharm.ox.ac.uk
Matt JonesUniversity of BristolVerified email at bristol.ac.uk
James WhittingtonUniversity of Oxford, Stanford University, ZyphraVerified email at ndcn.ox.ac.uk
Eric-Jan WagenmakersUniversity of AmsterdamVerified email at uva.nl

Rafal Bogacz

MRC Brain Network Dynamics Unit at the University of Oxford

Verified email at ndcn.ox.ac.uk - Homepage

Computational neuroscience Machine Learning


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The physics of optimal decision making: a formal analysis of models of performance in two-alternative forced-choice tasks. R Bogacz, E Brown, J Moehlis, P Holmes, JD Cohen Psychological review 113 (4), 700, 2006	2238	2006
A deep learning framework for neuroscience BA Richards, TP Lillicrap, P Beaudoin, Y Bengio, R Bogacz, ... Nature neuroscience 22 (11), 1761-1770, 2019	1036	2019
The neural basis of the speed–accuracy tradeoff R Bogacz, EJ Wagenmakers, BU Forstmann, S Nieuwenhuis Trends in neurosciences 33 (1), 10-16, 2010	854	2010
Optimal decision-making theories: linking neurobiology with behaviour R Bogacz Trends in cognitive sciences 11 (3), 118-125, 2007	500	2007
The basal ganglia and cortex implement optimal decision making between alternative actions R Bogacz, K Gurney Neural computation 19 (2), 442-477, 2007	474	2007
Theories of error back-propagation in the brain JCR Whittington, R Bogacz Trends in cognitive sciences 23 (3), 235-250, 2019	466	2019
Cortico-striatal connections predict control over speed and accuracy in perceptual decision making BU Forstmann, A Anwander, A Schäfer, J Neumann, S Brown, ... Proceedings of the National Academy of Sciences 107 (36), 15916-15920, 2010	441	2010
A tutorial on the free-energy framework for modelling perception and learning R Bogacz Journal of mathematical psychology 76, 198-211, 2017	349	2017
An approximation of the error backpropagation algorithm in a predictive coding network with local hebbian synaptic plasticity JCR Whittington, R Bogacz Neural computation 29 (5), 1229-1262, 2017	337	2017
Detection of synchronized oscillations in the electroencephalogram: an evaluation of methods N Yeung, R Bogacz, CB Holroyd, JD Cohen Psychophysiology 41 (6), 822-832, 2004	313	2004
Conditions for the generation of beta oscillations in the subthalamic nucleus–globus pallidus network AJN Holgado, JR Terry, R Bogacz Journal of Neuroscience 30 (37), 12340-12352, 2010	299	2010
On optimal decision-making in brains and social insect colonies JAR Marshall, R Bogacz, A Dornhaus, R Planqué, T Kovacs, NR Franks Journal of the Royal Society Interface 6 (40), 1065-1074, 2009	263	2009
Do humans produce the speed–accuracy trade-off that maximizes reward rate? R Bogacz, PT Hu, PJ Holmes, JD Cohen Quarterly journal of experimental psychology 63 (5), 863-891, 2010	251	2010
Action initiation shapes mesolimbic dopamine encoding of future rewards ECJ Syed, LL Grima, PJ Magill, R Bogacz, P Brown, ME Walton Nature neuroscience 19 (1), 34-36, 2016	242	2016
Extending a biologically inspired model of choice: multi-alternatives, nonlinearity and value-based multidimensional choice R Bogacz, M Usher, J Zhang, JL McClelland Philosophical Transactions of the Royal Society B: Biological Sciences 362 …, 2007	241	2007
Theta phase resetting and the error‐related negativity N Yeung, R Bogacz, CB Holroyd, S Nieuwenhuis, JD Cohen Psychophysiology 44 (1), 39-49, 2007	200	2007
Computational models describing possible mechanisms for generation of excessive beta oscillations in Parkinson’s disease A Pavlides, SJ Hogan, R Bogacz PLoS computational biology 11 (12), e1004609, 2015	178	2015
Quantifying phase–amplitude coupling in neuronal network oscillations ACE Onslow, R Bogacz, MW Jones Progress in biophysics and molecular biology 105 (1-2), 49-57, 2011	167	2011
Distinct developmental origins manifest in the specialized encoding of movement by adult neurons of the external globus pallidus PD Dodson, JT Larvin, JM Duffell, FN Garas, NM Doig, N Kessaris, ... Neuron 86 (2), 501-513, 2015	159	2015
Model of familiarity discrimination in the perirhinal cortex R Bogacz, MW Brown, C Giraud-Carrier Journal of computational neuroscience 10, 5-23, 2001	158	2001

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