The Cambridge handbook of computational psychology:
This book is a definitive reference source for the growing, increasingly more important, and interdisciplinary field of computational cognitive modeling, that is, computational psychology. It combines breadth of coverage with definitive statements by leading scientists in this field. Research in com...
Saved in:
| Format: | Book |
|---|---|
| Language: | English |
| Published: |
New York
Cambridge University Press
2008
|
| Edition: | 1. publ. |
| Subjects: | |
| Online Access: | Contributor biographical information Publisher description Table of contents only Inhaltsverzeichnis |
| Summary: | This book is a definitive reference source for the growing, increasingly more important, and interdisciplinary field of computational cognitive modeling, that is, computational psychology. It combines breadth of coverage with definitive statements by leading scientists in this field. Research in computational cognitive modeling explores the essence of cognition through developing detailed, process-based understanding by specifying computational mechanisms, structures, and processes. Computational models provide both conceptual clarity and precision at the same time. This book substantiates this approach through overviews and many examples. |
| Item Description: | Includes bibliographical references and index |
| Physical Description: | XII, 753 S. Ill., graph. Darst. |
| ISBN: | 9780521674102 |
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Record in the Search Index
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| adam_text | Contents
Preface page vii
List of Contributors ix
PART I: INTRODUCTION 1
1 Introduction to Computational Cognitive Modeling 3
Ron Sun
PART II: COGNITIVE MODELING PARADIGMS 21
2 Connectionist Models of Cognition 23
Michael S. C. Thomas and James L. McClelland
3 Bayesian Models of Cognition 59
Thomas L. Griffiths, Charles Kemp, and Joshua B. Tenenbaum
4 Dynamical Systems Approaches to Cognition 101
Gregor Schoner
5 Declarative/Logic-Based Cognitive Modeling 127
Selmer Bringsjord
6 Constraints in Cognitive Architectures 170
Niels A. Taatgen and John R. Anderson
PART III: COMPUTATIONAL MODELING OF VARIOUS COGNITIVE
FUNCTIONALITIES AND DOMAINS 187
7 Computational Models of Episodic Memory 189
Kenneth A. Norman, Greg Detre, and Sean M. Polyn
Vi CONTENTS
8 Computational Models of Semantic Memory 226
Timothy T. Rogers
9 Models of Categorization 267
John K. Kruschke
10 Micro-Process Models of Decision Making 302
Jerome R. Busemeyer and Joseph G. Johnson
11 Models of Inductive Reasoning 322
Evan Heit
12 Mental Logic, Mental Models, and Simulations of Human Deductive Reasoning 339
Philip N. Johnson-Laird and Yingrui Yang
13 Computational Models of Skill Acquisition 359
Stellan Ohlsson
14 Computational Models of Implicit Learning 396
Axel Cleeremans and Zoltdn Dienes
15 Computational Models of Attention and Cognitive Control 422
Nicola De Pisapia, Grega Repovs, and Todd S. Braver
16 Computational Models of Developmental Psychology 451
Thomas R. Shultz and Sylvain Sirois
17 Computational Models of Psycholinguistics 477
Nick Chater and Morten H. Christiansen
18 Computational Models in Personality and Social Psychology 505
Stephen J. Read and Brian M. Monroe
19 Cognitive Social Simulation 530
Ron Sun
20 Models of Scientific Explanation 549
Paul Thagard and Abninder Lift
21 Cognitive Modeling for Cognitive Engineering 565
Wayne D. Gray
22 Models of Animal Learning and Their Relations to Human Learning 589
Francisco J. Lopez and David R. Shanks
23 Computational Modeling of Visual Information Processing 612
Pawan Sinha and Benjamin J. Balas
24 Models of Motor Control 635
Ferdinando A. Mussa-Ivaldi and Sara A. Solla
PART IV: CONCLUDING REMARKS 665
25 An Evaluation of Computational Modeling in Cognitive Science 667
Margaret A. Boden
26 Putting the Pieces Together Again 684
Aaron Sloman
Index 711
|
| adam_txt |
Contents
Preface page vii
List of Contributors ix
PART I: INTRODUCTION 1
1 Introduction to Computational Cognitive Modeling 3
Ron Sun
PART II: COGNITIVE MODELING PARADIGMS 21
2 Connectionist Models of Cognition 23
Michael S. C. Thomas and James L. McClelland
3 Bayesian Models of Cognition 59
Thomas L. Griffiths, Charles Kemp, and Joshua B. Tenenbaum
4 Dynamical Systems Approaches to Cognition 101
Gregor Schoner
5 Declarative/Logic-Based Cognitive Modeling 127
Selmer Bringsjord
6 Constraints in Cognitive Architectures 170
Niels A. Taatgen and John R. Anderson
PART III: COMPUTATIONAL MODELING OF VARIOUS COGNITIVE
FUNCTIONALITIES AND DOMAINS 187
7 Computational Models of Episodic Memory 189
Kenneth A. Norman, Greg Detre, and Sean M. Polyn
Vi CONTENTS
8 Computational Models of Semantic Memory 226
Timothy T. Rogers
9 Models of Categorization 267
John K. Kruschke
10 Micro-Process Models of Decision Making 302
Jerome R. Busemeyer and Joseph G. Johnson
11 Models of Inductive Reasoning 322
Evan Heit
12 Mental Logic, Mental Models, and Simulations of Human Deductive Reasoning 339
Philip N. Johnson-Laird and Yingrui Yang
13 Computational Models of Skill Acquisition 359
Stellan Ohlsson
14 Computational Models of Implicit Learning 396
Axel Cleeremans and Zoltdn Dienes
15 Computational Models of Attention and Cognitive Control 422
Nicola De Pisapia, Grega Repovs, and Todd S. Braver
16 Computational Models of Developmental Psychology 451
Thomas R. Shultz and Sylvain Sirois
17 Computational Models of Psycholinguistics 477
Nick Chater and Morten H. Christiansen
18 Computational Models in Personality and Social Psychology 505
Stephen J. Read and Brian M. Monroe
19 Cognitive Social Simulation 530
Ron Sun
20 Models of Scientific Explanation 549
Paul Thagard and Abninder Lift
21 Cognitive Modeling for Cognitive Engineering 565
Wayne D. Gray
22 Models of Animal Learning and Their Relations to Human Learning 589
Francisco J. Lopez and David R. Shanks
23 Computational Modeling of Visual Information Processing 612
Pawan Sinha and Benjamin J. Balas
24 Models of Motor Control 635
Ferdinando A. Mussa-Ivaldi and Sara A. Solla
PART IV: CONCLUDING REMARKS 665
25 An Evaluation of Computational Modeling in Cognitive Science 667
Margaret A. Boden
26 Putting the Pieces Together Again 684
Aaron Sloman
Index 711 |
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| spelling | The Cambridge handbook of computational psychology [edited by] Ron Sun Handbook of computational psychology Computational psychology 1. publ. New York Cambridge University Press 2008 XII, 753 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Includes bibliographical references and index This book is a definitive reference source for the growing, increasingly more important, and interdisciplinary field of computational cognitive modeling, that is, computational psychology. It combines breadth of coverage with definitive statements by leading scientists in this field. Research in computational cognitive modeling explores the essence of cognition through developing detailed, process-based understanding by specifying computational mechanisms, structures, and processes. Computational models provide both conceptual clarity and precision at the same time. This book substantiates this approach through overviews and many examples. Cognition Cognitive science Philosophy of mind Kognitive Psychologie (DE-588)4073586-2 gnd rswk-swf 1\p (DE-588)4143413-4 Aufsatzsammlung gnd-content Kognitive Psychologie (DE-588)4073586-2 s DE-604 Sun, Ron Sonstige oth http://www.loc.gov/catdir/enhancements/fy0729/2007026278-b.html Contributor biographical information http://www.loc.gov/catdir/enhancements/fy0729/2007026278-d.html Publisher description http://www.loc.gov/catdir/enhancements/fy0729/2007026278-t.html Table of contents only HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=016566144&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | The Cambridge handbook of computational psychology Cognition Cognitive science Philosophy of mind Kognitive Psychologie (DE-588)4073586-2 gnd |
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| title | The Cambridge handbook of computational psychology |
| title_alt | Handbook of computational psychology Computational psychology |
| title_auth | The Cambridge handbook of computational psychology |
| title_exact_search | The Cambridge handbook of computational psychology |
| title_exact_search_txtP | The Cambridge handbook of computational psychology |
| title_full | The Cambridge handbook of computational psychology [edited by] Ron Sun |
| title_fullStr | The Cambridge handbook of computational psychology [edited by] Ron Sun |
| title_full_unstemmed | The Cambridge handbook of computational psychology [edited by] Ron Sun |
| title_short | The Cambridge handbook of computational psychology |
| title_sort | the cambridge handbook of computational psychology |
| topic | Cognition Cognitive science Philosophy of mind Kognitive Psychologie (DE-588)4073586-2 gnd |
| topic_facet | Cognition Cognitive science Philosophy of mind Kognitive Psychologie Aufsatzsammlung |
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