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Curriculum Vitae - Department of Psychology - Princeton University

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Matthew Botvinick, M.D., Ph.D. Page 16<br />

Allen, K., Pereira, F., Botvinick, M. & Goldberg, A. (2012). Neurolinguistic detection <strong>of</strong><br />

argument structure constructions. Brain and Language, 123, 174-182.<br />

Botvinick, M. (2012). Hierarchical reinforcement learning and decision making. Current<br />

Opinion in Neurobiology, 22, 956-962.<br />

Botvinick, M. & Toussaint, M. (2012). Planning as inference. Trends in Cognitive<br />

Sciences, 10, 485-588.<br />

Solway, A. & Botvinick, M. M. (2012). Goal-directed decision making as probabilistic<br />

inference: A computational framework and potential neural correlates.<br />

Psychological Review, 119, 120-154.<br />

Pereira, F., Detre, G. & Botvinick, M. (2013). Using Wikipedia to learn semantic feature<br />

representations <strong>of</strong> concrete concepts in neuroimaging experiments. Artificial<br />

Intelligence, 194, 240-252.<br />

Botvinick, M. & Cohen, J. D. (in press). Computational models <strong>of</strong> executive control:<br />

Charted territory and new frontiers. Cognitive Science.<br />

Brunton, B., Botvinick, M. & Brody, C. (in press). A variational method reveals optimal<br />

accumulation <strong>of</strong> evidence for decision-making in rats and humans. Science.<br />

Kool, W. & Botvinick, M. (in press). A labor-leisure trade<strong>of</strong>f in cognitive control. Journal<br />

<strong>of</strong> Experimental <strong>Psychology</strong>: General.<br />

Kool, W., Getz, S. & Botvinick, M. (in press). Neural representation <strong>of</strong> reward probability:<br />

Evidence from the Illusion <strong>of</strong> Control. Journal <strong>of</strong> Cognitive Neuroscience.<br />

Pereira, F. & Botvinick, M. (in press). A systematic approach to extracting semantic<br />

information from functional MRI data. Neural Information Processing Systems.<br />

Schapiro, A., Rogers, T., Cordova, N., Turk-Browne, N., & Botvinick, M. (in press).<br />

Neural representations <strong>of</strong> events arise from temporal community structure. Nature<br />

Neuroscience.<br />

Manuscripts Under Review or Revision:<br />

Diuk, C., Botvinick, M. & Niv, Y. (under revision). Two simultaneous, but separable,<br />

prediction errors in human ventral striatum. Journal <strong>of</strong> Neuroscience.<br />

Diuk, C., Solway, A., Cordova, N., Niv, Y. & Botvinick, M. (under review). Optimal<br />

behavioral hierarchy.

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