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Mark Steyvers

Mark Steyvers
Professor
Department of Cognitive Sciences
University of California, Irvine


Curriculum Vitae

Google Scholar Profile
 

Research Interests

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Higher order cognition (memory/ decision-making/ inductive inference)

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Computational modeling / Bayesian data analysis 

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Wisdom of crowds / Collective Intelligence / Crowdsourcing

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Machine learning

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Cognitive neuroscience (joint models for behavior and imaging data)

In our MadLab laboratory, we apply formal modeling techniques to better understand the underlying processes when people make decisions and retrieve information from memory.

Representative papers

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Steyvers, M., Miller, B. (2015). Cognition and Collective Intelligence. In T.W. Malone and M.S. Bernstein  (Eds.) Handbook of Collective Intelligence. MIT Press, pp. 119-138

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Turner, B.M., Forstmann, B.U., Wagenmakers, E.J., Brown, S.D., Sederberg, P.B., and Steyvers, M. (2013). A Bayesian framework for simultaneously modeling neural and behavioral data. NeuroImage, 72, 193-206

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Turner, B.M., Rodriguez, C.A., Norcia, T.M., McClure, S.M., & Steyvers, M. (2016). Why More Is Better: Simultaneous Modeling of EEG, fMRI, and Behavioral Data. NeuroImage, 128, 96-115.

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Lee, M.D., Steyvers, M., de Young, M., & Miller. B.J. (2012). Inferring expertise in knowledge and prediction ranking tasks. Topics in Cognitive Science, 4, 151-163.

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Steyvers, M. & Hemmer, P. (2012). Reconstruction from Memory in Naturalistic Environments. In Brian H. Ross (Ed.) The Psychology of Learning and Motivation, Vol 56. Elsevier Publishing, pp. 126-144.

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Rubin, T., Chambers, A., Smyth, P., & Steyvers, M. (2012). Statistical Topic Models for Multi-Label Document Classification. Journal of Machine Learning, 88(1), 157-208.

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Hemmer, P. & Steyvers, M. (2009). A Bayesian Account of Reconstructive Memory. Topics in Cognitive Science, 1, 189-202.

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Brown, S.D., & Steyvers, M. (2009). Detecting and Predicting Changes. Cognitive Psychology, 58, 49-67.

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Griffiths, T.L., Steyvers, M., & Tenenbaum, J.B.T. (2007). Topics in Semantic Representation. Psychological Review, 114(2), 211-244.