The Probabilistic Mind: Prospects for Bayesian Cognitive ScienceNick Chater, Mike Oaksford The rational analysis method, first proposed by John R. Anderson, has been enormously influential in helping us understand high-level cognitive processes. The Probabilistic Mind is a follow-up to the influential and highly cited 'Rational Models of Cognition' (OUP, 1998). It brings together developments in understanding how, and how far, high-level cognitive processes can be understood in rational terms, and particularly using probabilistic Bayesian methods. It synthesizes and evaluates the progress in the past decade, taking into account developments in Bayesian statistics, statistical analysis of the cognitive 'environment' and a variety of theoretical and experimental lines of research. The scope of the book is broad, covering important recent work in reasoning, decision making, categorization, and memory. Including chapters from many of the leading figures in this field, The Probabilistic Mind will be valuable for psychologists and philosophers interested in cognition. |
From inside the book
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... structure , aside from a finite number of binary param- eters , must be innate . Separate mathematical work by Gold ( 1967 ) indicated that , under certain assumptions , learners provably cannot converge on a language even ' in the ...
... structure overgeneralization errors . Cognition . Atkinson , M. ( 1992 ) . Children's syntax : an introduction to principles and parameters theory . Blackwell . Baker , C. L. ( 1979 ) . Syntactic theory and the projection problem ...
... structure . Some recent work has examined more complex causal learning paradigms . Lagnado and Sloman ( 2004 ) had participants observe data from a three - variable causal model and asked them to infer the causal structure responsible ...
Contents
prospects for a Bayesian cognitive science | 3 |
A primer on probabilistic inference | 33 |
Rational analyses instrumentalism and implementations | 59 |
Copyright | |
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The Probabilistic Mind: Prospects for Bayesian Cognitive Science Nick Chater,Mike Oaksford Limited preview - 2008 |
The Probabilistic Mind: Prospects for Bayesian Cognitive Science Nick Chater,Mike Oaksford No preview available - 2008 |