Discovering Structure in Behavior Matthew Botvinick Princeton - - PDF document

discovering structure in behavior
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Discovering Structure in Behavior Matthew Botvinick Princeton - - PDF document

Discovering Structure in Behavior Matthew Botvinick Princeton Neuroscience Institute and Department of Psychology Princeton University Knutson et al., NeuroReport , 2001 Schultz et al., Science , 1997 From Glasher, Daw, Dayan & ODoherty,


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Discovering Structure in Behavior

Matthew Botvinick Princeton Neuroscience Institute and Department of Psychology Princeton University Knutson et al., NeuroReport, 2001 Schultz et al., Science, 1997

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From Glasher, Daw, Dayan & O’Doherty, 2010

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Diuk, et al., J Neurosci, 2013 Ribas-Fernandes et al., Neuron, 2011 Schapiro et al., Nature Neurosci, 2013

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Diuk et al., in prep.

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Pattern Correlation

Botvinick, Niv & Barto, Cognition, 2009

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Log Solution Time Episode

1 Model Evidenc Search Time 4

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Model Evidence Search Time Codelength

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Solway et al., PLoS Comp. Biol., 2014

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Humpheys & Forde, Cog. Neuropsych., 1998

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Botvinick & Plaut, Psych Rev, 2004

Olshausen & Field, Nature, 1986 Berman, Choi, Bialek & Shaevitz, Royal Society Interface, in press

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SFA? Deep learning? HDP-HMM? ….