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
Results 1-3 of 12
... cues ( e.g. , Kelley & Friedman , 2002 ; Lagnado et al . , 2006 ) . The resulting ' unconstrained ' estimates will not be biased towards the learning model , and hence provide more information regarding its validity . The lens model Our ...
... cue pat- terns , learning is simplified . Rather than having to infer the ... validity , this can be rewritten as rx = 8 1 ( z1v ) , ( 6 ) ( 7 ) ( 8 ) ( 9 ) ... cue validity as 0 if z v < 0 = 1 otherwise ( 12 ) Dynamic lens model ...
... cue patterns z ,, and cue validity weights v . The environment is stationary , so that cue validity is independent of trial t , and v1 = V1 + 1 = V , for all t . The criterion is dichotomous , and P ( Y , = y | x , ) is constant and ...
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 |