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Connectionist-Symbolic Integration: From Unified to Hybrid Approaches [NOOK Book]


This book is concerned with the development, analysis, and application of hybrid connectionist-symbolic models in artificial intelligence and cognitive science.
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Connectionist-Symbolic Integration: From Unified to Hybrid Approaches

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This book is concerned with the development, analysis, and application of hybrid connectionist-symbolic models in artificial intelligence and cognitive science.
Read More Show Less

Product Details

  • ISBN-13: 9781134802135
  • Publisher: Taylor & Francis
  • Publication date: 4/15/2013
  • Sold by: Barnes & Noble
  • Format: eBook
  • Pages: 392
  • File size: 9 MB

Table of Contents

1 An Introduction to Hybrid Connectionist-Symbolic Models 1
Pt. I Reviews and Overviews 11
2 An Overview of Strategies for Neurosymbolic Integration 13
3 Task Structure Level Symbolic-Connectionist Architecture 37
4 Cognitive Aspects of Neurosymbolic Integration 57
5 A First Approach to a Taxonomy of Fuzzy-Neural Systems 69
Pt. II Learning in Multi-Module Systems 89
6 A Hybrid Learning Model of Abductive Reasoning 91
7 A Hybrid Agent Architecture for Reactive Sequential Decision Making 113
8 A Preprocessing Model for Integrating Case-Based Reasoning and Prototype-Based Neural Network 139
9 A Step Toward Fully Integrated Hybrid Systems 155
10 A Distributed Platform for Symbolic-Connectionist Interoperation 175
Pt. III Representing Symbolic Knowledge 195
11 Micro-Level Hybridization in the Cognitive Architecture Dual 197
12 An Integrated Symbolic/Connectionist Parsing Architecture 209
13 A Hybrid System Framework for Disambiguating Word Senses 227
14 A Localist Network Architecture for Logical Inference 245
15 A Distributed Associative Memory for Symbolic Reasoning 265
16 Symbolic Neural Networks Derived from Stochastic Grammar Domain Models 279
Pt. IV Acquiring Distributed Representation 307
17 Structure Matching and Transformation With Distributed Representations 309
18 Distributed Representations for Terms in Hybrid Reasoning Systems 329
19 Symbolic Distributed Representations 345
Pt. V Epilog 363
20 An Analysis of Connectionist-Symbolic Integration 365
About the Editors 374
Index 375
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