Gateway to memory: an introduction to neural network modeling of the hippocampus and learning
"This book is for students and researchers who have a specific interest in learning and memory and want to understand how computational models can be integrated into experimental research on the hippocampus and learning. It emphasizes the function of brain structures as they give rise to behavi...
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Cambridge, Mass. [u.a.]
MIT Press
2001
|
| Schriftenreihe: | Issues in clinical and cognitive neuropsychology
A Bradford book |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Zusammenfassung: | "This book is for students and researchers who have a specific interest in learning and memory and want to understand how computational models can be integrated into experimental research on the hippocampus and learning. It emphasizes the function of brain structures as they give rise to behavior, rather than the molecular or neural details. It also emphasizes the process of modeling, rather than the mathematical details of the models themselves."--BOOK JACKET. |
| Beschreibung: | XVI, 448 S. Ill., graph. Darst. |
| ISBN: | 0262072114 0262571528 |
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Datensatz im Suchindex
| _version_ | 1804128422982582272 |
|---|---|
| adam_text | Contents
Preface xi
Acknowledgments xv
I Fundamentals
1 Introduction 3
1.1 Computational Models as Tools 3
1.2 Goals and Structure of This Book 5
2 The Hippocampus in Learning and Memory 11
2.1 Introduction 11
2.2 Human Memory and the Medial Temporal Lobes 14
Medial Temporal Lobe Damage and Memory Loss 14
Anterograde Versus Retrograde Amnesia 17
Preserved Learning in Amnesia 21
2.3 Animal Learning Studies of Hippocampal Function 24
Episodic Memory in Animals 26
Spatial Navigation and the Hippocampus 28
Importance of Well Characterized Learning Behaviors 31
2.4 Classical Conditioning and the Hippocampus 31
Hippocampal Lesions and Simple Conditioning 34
The Hippocampus and Complex Conditioning 36
2.5 Is a Unified Theory of Hippocampal Function in Learning Possible? 40
Summary 41
3 Association in Neural Networks 43
3.1 What Is a Neural Network? 44
Neurons and Information Processing in the Brain 44
Information Processing in Neural Network Models 47
Application of Network Models to Motor Reflex Conditioning 49
3.2 Neural Network Models of Learning 51
The Widrow Hoff Learning Rule 52
3.3 Relationship to Animal Learning 61
The Blocking Effect 62
The Rescorla Wagner Model of Conditioning 65
ontents
Broad Implications of the Rescorla Wagner Model 68
Error Correction Learning and the Brain 69
3.4 Limitations of Error Correction Learning 75
Sensory Preconditioning 75
Latent Inhibition 76
Implications of the Limitations of Error Correction Learning 78
Summary 79
4 Representation and Generalization in Neural Networks 81
4.1 Representation and Generalization 82
Generalization in One Layer Networks 84
Two Challenges for Generalization in Networks 86
4.2 When Similar Stimuli Map to Similar Outcomes 86
Application of Distributed Representations to Learning 87
Stimulus Generalization and Distributed Representations
in Multilayer Networks 90
Integrating Distributed Representations with
Error Correction Learning 91
The Limits of Similarity Based Generalization 94
4.3 When Similar Stimuli Map to Different Outcomes 94
Multilayered Networks and Configuration 97
Configuration and Combinatorial Explosion 99
Learning New Representations in Multilayer Networks 102
Computational Limitations of Backpropagation 105
Psychological and Biological Validity of Backpropagation 109
Summary 110
5 Unsupervised Learning: Autoassociative Networks
and the Hippocampus 111
5.1 Autoassociative Networks 114
5.2 Hippocampal Anatomy and Autoassociation 117
Storage Versus Retrieval 120
Capacity, Consolidation, and Catastrophic Interference 122
5.3 Autoencoders: Autoassociation with Representation 124
A New Interpretation of Autoassociators 124
Autoencoders: Multilayer Autoassociators 128
Predictive Autoencoders 129
5.4 Interim Summary: Where Are We Now? 139
II Modeling Memory
6 Cortico Hippocampal Interaction in Associative Learning 145
6.1 The Hippocampal Region and Adaptive Representations 146
The Cortico Hippocampal Model 148
Representational Differentiation 151
Contents ix
Representational Compression 157
Limitations of the Cortico Hippocampal Model 160
Neurophysiological Support for the Cortico Hippocampal Model 163
6.2 Schmajuk and DiCarlo (S D) Model 165
Comparison with Gluck and Myers s Cortico Hippocampal Model 169
6.3 Relationship of Models to Qualitative Theories 175
Stimulus Configuration 175
Contextual Learning 177
Stimulus Selection 177
Intermediate Term and Working Memory 178
Cognitive Mapping 180
Flexible Memory 180
6.4 Implications for Human Memory and Memory Disorders 181
Summary 184
Appendix 6.1 Simulation Details 186
7 Cortico Hippocampal Interaction and Contextual Processing 189
7.1 Overview of Contextual Processing 189
7.2 Computational Models 193
Context as Just Another CS 193
Combining the Associative and Occasion Setting Properties
of Context 196
Occasion Setting Properties of Phasic Cues 205
7.3 Relationship of Computational Models to Qualitative Theories 207
7.4 Implications for Human Memory and Memory Disorders 211
Summary 214
8 Stimulus Representation in Cortex 215
8.1 Cortical Representation and Plasticity 216
8.2 Computational Models 223
Competitive Learning and Topographic Maps 223
Piriform Cortex 232
Piriform Hippocampal Interactions 237
Integrating Piriform Cortex with the Cortico Hippocampal Model 241
8.3 Relationship of Computational Models to Qualitative Theories 250
8.4 Implications for Human Memory and Memory Disorders 254
Summary 256
Appendix 8.1 Simulation Details 257
9 Entorhinal Cortex 259
9.1 Anatomy and Physiology of the Hippocampal Region 260
9.2 Computational Models 265
Entorhinal Cortex and Redundancy Compression 266
Stimulus Competition in Entorhinal Cortex 283
Backprojections from Entorhinal Cortex 286
itents
9.3 Relationship to Qualitative Theories: Stimulus Buffering
and Configuration 291
9.4 Implications for Human Memory and Memory Disorders 294
Behavioral Measures of Hippocampal Atrophy 297
Entorhinal Versus Hippocampal Atrophy in AD 302
Summary 303
Appendix 9.1 Simulation Details 303
10 Cholinergic Modulation of Hippocampal Region Function 305
10.1 Acetylcholine as a Neuromodulator 306
Neuromodulation 307
Acetylcholine (ACh) and Memory Function 308
10.2 Computational Models 311
Acetylcholine in the Hippocampal Autoassociator 311
Cholinergic Modulation of Cortico Hippocampal Interaction 318
Who Modulates the Modulator? 331
10.3 Other Theories and Issues 334
Septohippocampal GABAergic Projections 334
Cholinergic Modulation in Cortex 336
10.4 Implications for Human Memory and Memory Disorders 338
Basal Forebrain Damage Following Cerebral Aneurysm 338
Cholinergic Depletion in Alzheimer s Disease 341
Summary 342
Appendix 10.1 Simulation Details 342
11 Emergent Themes 345
11.1 Hippocampal Function Can Best Be Understood in Terms
of How the Hippocampus Interacts and Cooperates with
the Functioning of Other Brain Systems 345
11.2 Partial Versus Complete Lesions May Differ in More Than
Just Degree 346
11.3 Disrupting a Brain System Has Different Effects Than Removing It 347
11.4 Studies of the Simplest Forms of Animal Learning May
Bootstrap Us Toward Understanding More Complex
Aspects of Learning and Memory in Humans 347
11.5 Keep It Simple. Keep It Useful. Keep It Testable. 348
Keep It Simple 348
Keep It Useful 349
Keep It Testable 349
Conclusion 350
Glossary 351
Notes 373
References 391
Author Index 423
Subject Index 439
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| id | DE-604.BV013614837 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T18:49:00Z |
| institution | BVB |
| isbn | 0262072114 0262571528 |
| language | English |
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| spelling | Gluck, Mark A. Verfasser (DE-588)137909047 aut Gateway to memory an introduction to neural network modeling of the hippocampus and learning Mark A. Gluck and Catherine E. Myers Cambridge, Mass. [u.a.] MIT Press 2001 XVI, 448 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Issues in clinical and cognitive neuropsychology A Bradford book "This book is for students and researchers who have a specific interest in learning and memory and want to understand how computational models can be integrated into experimental research on the hippocampus and learning. It emphasizes the function of brain structures as they give rise to behavior, rather than the molecular or neural details. It also emphasizes the process of modeling, rather than the mathematical details of the models themselves."--BOOK JACKET. Computersimulaties gtt Geheugen gtt Hippocampus gtt Neurale netwerken gtt Computer Simulation Hippocampus (Brain) Computer simulation Hippocampus physiology Learning physiology Memory Computer simulation Memory physiology Models, Neurological Nerve Net physiology Neural networks (Neurobiology) Temporallappen (DE-588)4184705-2 gnd rswk-swf Lernen (DE-588)4035408-8 gnd rswk-swf Gedächtnis (DE-588)4019614-8 gnd rswk-swf Ammonshorn (DE-588)4142228-4 gnd rswk-swf Physiologische Psychologie (DE-588)4076126-5 gnd rswk-swf Gedächtnis (DE-588)4019614-8 s Lernen (DE-588)4035408-8 s Temporallappen (DE-588)4184705-2 s Physiologische Psychologie (DE-588)4076126-5 s DE-604 Ammonshorn (DE-588)4142228-4 s DE-188 Myers, Catherine E. Verfasser (DE-588)137908970 aut HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009301770&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Gluck, Mark A. Myers, Catherine E. Gateway to memory an introduction to neural network modeling of the hippocampus and learning Computersimulaties gtt Geheugen gtt Hippocampus gtt Neurale netwerken gtt Computer Simulation Hippocampus (Brain) Computer simulation Hippocampus physiology Learning physiology Memory Computer simulation Memory physiology Models, Neurological Nerve Net physiology Neural networks (Neurobiology) Temporallappen (DE-588)4184705-2 gnd Lernen (DE-588)4035408-8 gnd Gedächtnis (DE-588)4019614-8 gnd Ammonshorn (DE-588)4142228-4 gnd Physiologische Psychologie (DE-588)4076126-5 gnd |
| subject_GND | (DE-588)4184705-2 (DE-588)4035408-8 (DE-588)4019614-8 (DE-588)4142228-4 (DE-588)4076126-5 |
| title | Gateway to memory an introduction to neural network modeling of the hippocampus and learning |
| title_auth | Gateway to memory an introduction to neural network modeling of the hippocampus and learning |
| title_exact_search | Gateway to memory an introduction to neural network modeling of the hippocampus and learning |
| title_full | Gateway to memory an introduction to neural network modeling of the hippocampus and learning Mark A. Gluck and Catherine E. Myers |
| title_fullStr | Gateway to memory an introduction to neural network modeling of the hippocampus and learning Mark A. Gluck and Catherine E. Myers |
| title_full_unstemmed | Gateway to memory an introduction to neural network modeling of the hippocampus and learning Mark A. Gluck and Catherine E. Myers |
| title_short | Gateway to memory |
| title_sort | gateway to memory an introduction to neural network modeling of the hippocampus and learning |
| title_sub | an introduction to neural network modeling of the hippocampus and learning |
| topic | Computersimulaties gtt Geheugen gtt Hippocampus gtt Neurale netwerken gtt Computer Simulation Hippocampus (Brain) Computer simulation Hippocampus physiology Learning physiology Memory Computer simulation Memory physiology Models, Neurological Nerve Net physiology Neural networks (Neurobiology) Temporallappen (DE-588)4184705-2 gnd Lernen (DE-588)4035408-8 gnd Gedächtnis (DE-588)4019614-8 gnd Ammonshorn (DE-588)4142228-4 gnd Physiologische Psychologie (DE-588)4076126-5 gnd |
| topic_facet | Computersimulaties Geheugen Hippocampus Neurale netwerken Computer Simulation Hippocampus (Brain) Computer simulation Hippocampus physiology Learning physiology Memory Computer simulation Memory physiology Models, Neurological Nerve Net physiology Neural networks (Neurobiology) Temporallappen Lernen Gedächtnis Ammonshorn Physiologische Psychologie |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009301770&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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