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Active inference : the free energy principle in mind, brain, and behavior

Active inference : the free energy principle in mind, brain, and behavior

Material type
단행본
Personal Author
Parr, Thomas, 1993-. Pezzulo, Giovanni. Friston, K. J. (Karl J.).
Title Statement
Active inference : the free energy principle in mind, brain, and behavior / Thomas Parr, Giovanni Pezzulo, and Karl J. Friston.
Publication, Distribution, etc
Cambridge, Massachusetts :   The MIT Press,   2022.  
Physical Medium
ix, 296 p. ; 24 cm.
ISBN
9780262045353
요약
"A much-needed synthesis of active inference, a theory of mind that addresses cognition, behavior, intelligence, & mental disorders and which can be extended to explain behavior in all living systems"--Provided by publisher.
Content Notes
The low road to active inference -- The high road to active inference -- The generative models of active inference -- Message passing and neurobiology -- A recipe for designing active inference models -- Active inference in discrete time -- Active inference in continuous time -- Model based data analysis -- Active inference as a unified theory of sentient behaviour.
Bibliography, Etc. Note
Includes bibliographical references (p. 273-293) and index.
Subject Added Entry-Topical Term
Perception. Inference. Neurobiology. Human behavior models. Knowledge, Theory of. Bayesian statistical decision theory.
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082 0 0 ▼a 153 ▼2 23
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100 1 ▼a Parr, Thomas, ▼d 1993-.
245 1 0 ▼a Active inference : ▼b the free energy principle in mind, brain, and behavior / ▼c Thomas Parr, Giovanni Pezzulo, and Karl J. Friston.
260 ▼a Cambridge, Massachusetts : ▼b The MIT Press, ▼c 2022.
264 1 ▼a Cambridge, Massachusetts : ▼b The MIT Press, ▼c [2022]
300 ▼a ix, 296 p. ; ▼c 24 cm.
336 ▼a text ▼b txt ▼2 rdacontent
337 ▼a unmediated ▼b n ▼2 rdamedia
338 ▼a volume ▼b nc ▼2 rdacarrier
504 ▼a Includes bibliographical references (p. 273-293) and index.
505 0 ▼a The low road to active inference -- The high road to active inference -- The generative models of active inference -- Message passing and neurobiology -- A recipe for designing active inference models -- Active inference in discrete time -- Active inference in continuous time -- Model based data analysis -- Active inference as a unified theory of sentient behaviour.
520 ▼a "A much-needed synthesis of active inference, a theory of mind that addresses cognition, behavior, intelligence, & mental disorders and which can be extended to explain behavior in all living systems"--Provided by publisher.
650 0 ▼a Perception.
650 0 ▼a Inference.
650 0 ▼a Neurobiology.
650 0 ▼a Human behavior models.
650 0 ▼a Knowledge, Theory of.
650 0 ▼a Bayesian statistical decision theory.
700 1 ▼a Pezzulo, Giovanni.
700 1 ▼a Friston, K. J. ▼q (Karl J.).
945 ▼a ITMT

Holdings Information

No. Location Call Number Accession No. Availability Due Date Make a Reservation Service
No. 1 Location Science & Engineering Library/Sci-Info(Stacks2)/ Call Number 153 P259a Accession No. 121263207 Availability Available Due Date Make a Reservation Service B M

Contents information

Table of Contents

Preface vii
I
1 Overview 3
2 The Low Road to Active Inference 15
3 The High Road to Active Inference 41
4 The Generative Models of Active Inference 63
5 Message Passing and Neurobiology 85
II 
6 A Recipe for Designing Active Inference Models 105
7 Active Inference in Discrete Time 125
8 Active Inference in Continuous Time 153
9 Model-Based Data Analysis 173
10 Active Inference as a Unified Theory of Sentient Behavior 191
Appendix A: Mathematical Background 225
Appendix B: The Equations of Active Inference 243
Appendix C: An Annotated Example of the Matlab Code 259
Notes 267
References 273
Index 295

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