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Introduction to Modeling Cognitive Processes

Autor Tom Verguts
en Limba Engleză Hardback – feb 2022
"A broad introductory treatment of cognitive modeling for students and researchers who want an accessible primer"--
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Specificații

ISBN-13: 9780262045360
ISBN-10: 0262045362
Pagini: 256
Ilustrații: 49
Dimensiuni: 181 x 261 x 22 mm
Greutate: 0.77 kg
Editura: MIT Press Ltd

Cuprins

Preface and Acknowledgments ix
1 What Is Cognitive Modeling? 1
2 Decision Making 17
3 Hebbian Learning 37
4 The Delta Rule 53
5 Multilayer Networks 69
6 Estimating Parameters in Computational Models 89
7 Testing and Comparing Computational Models 107
8 Reinforcement Learning: The Gradient Ascent Approach 123
9 Reinforcement Learning: The Markov Decision Process Approach 133
10 Unsupervised Learning 153
11 Bayesian Models 173
12 Interacting Organisms 191
Convention and Notation 203
Glossary 205
Hints and Solutions to Select Exercises 207
Notes 217
References 219
Index 243

Notă biografică

Tom Verguts