## 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 28

...

**cluster**z ;, and each

**cluster**is associated with a probability distribution over the features of the objects generated from that

**cluster**. When evalu- ating the probability of a new object x , it is necessary to sum over all of the

**clusters**...

...

**cluster**k . This is the distribution that results from sequentially assigning objects to

**clusters**with probability ...

**cluster**with probability proportional to the number of objects already assigned to that

**cluster**, or to a new

**cluster**...

...

**clusters**will prior probability Shared

**clusters**A ( A ABBBB γ 2 3 4 5 draw

**cluster**M new prior probability Category A A ( A7 A ( A2 ( A2 ( As ( A ) ( A3 A1 α 2 3 4 5 draw new

**cluster**Category B BB B ( BA ) ( B ) BBBBα 1 2 3 4 5 draw

**cluster**...

### Contents

prospects for a Bayesian cognitive science | 3 |

A primer on probabilistic inference | 33 |

Rational analyses instrumentalism and implementations | 59 |

Copyright | |

20 other sections not shown

### Other editions - View all

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 |