Literature DB >> 21617069

Pure reasoning in 12-month-old infants as probabilistic inference.

Erno Téglás1, Edward Vul, Vittorio Girotto, Michel Gonzalez, Joshua B Tenenbaum, Luca L Bonatti.   

Abstract

Many organisms can predict future events from the statistics of past experience, but humans also excel at making predictions by pure reasoning: integrating multiple sources of information, guided by abstract knowledge, to form rational expectations about novel situations, never directly experienced. Here, we show that this reasoning is surprisingly rich, powerful, and coherent even in preverbal infants. When 12-month-old infants view complex displays of multiple moving objects, they form time-varying expectations about future events that are a systematic and rational function of several stimulus variables. Infants' looking times are consistent with a Bayesian ideal observer embodying abstract principles of object motion. The model explains infants' statistical expectations and classic qualitative findings about object cognition in younger babies, not originally viewed as probabilistic inferences.

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Year:  2011        PMID: 21617069     DOI: 10.1126/science.1196404

Source DB:  PubMed          Journal:  Science        ISSN: 0036-8075            Impact factor:   47.728


  59 in total

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