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Learning Structured Preferences

Author(s)
Bergen, Leon; Evans, Owain Rhys; Tenenbaum, Joshua B
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Abstract
Learning the preferences of other people is crucial for predict- ing future behavior. Both children and adults make inferences about others’ preferences from sparse data and in situations where the preferences have complex internal structures. We present a computational model of learning structured prefer- ences which integrates Bayesian inference and utility-based models of preference from economics. We experimentally test this model with adult participants, and compare the model to alternative heuristic models.
Date issued
2010-11
URI
http://hdl.handle.net/1721.1/112757
Department
Massachusetts Institute of Technology. Department of Brain and Cognitive Sciences; Massachusetts Institute of Technology. Department of Linguistics and Philosophy
Journal
32nd Annual Meeting of the Cognitive Science Society 2010
Publisher
Cognitive Science Society
Citation
Bergen, Leon et al. "Learning Structured Preferences." 32nd Annual Meeting of the Cognitive Science Society 2010, August 11-14 2010, Portland, Oregon, USA, Cognitive Science Society, November 2010
Version: Author's final manuscript
ISBN
9781617388903

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