HOME > Detail View

Detail View

Computational architectures integrating neural and symbolic processes : a perspective on the state of the art

Computational architectures integrating neural and symbolic processes : a perspective on the state of the art

Material type
단행본
Personal Author
Sun, Ron, 1960- Bookman, Lawrence A., 1947-
Title Statement
Computational architectures integrating neural and symbolic processes : a perspective on the state of the art / edited by Ron Sun, Lawrence A. Bookman.
Publication, Distribution, etc
Boston :   Kluwer Academic,   c1995.  
Physical Medium
xviii, 475 p. : ill. ; 25 cm.
Series Statement
The Kluwer international series in engineering and computer science ;SECS 292
ISBN
0792395174 (acid-free paper)
Bibliography, Etc. Note
Includes bibliographical references and indexes.
Subject Added Entry-Topical Term
Neural networks (Computer science) Artificial intelligence. Computer architecture.
000 01007camuuu200277 a 4500
001 000000472751
003 OCoLC
005 19970317142002.0
008 940901s1994 maua b 001 0 eng
010 ▼a 94033618
020 ▼a 0792395174 (acid-free paper)
040 ▼a DLC ▼c DLC
049 ▼a ACSL ▼l 121021102
050 0 0 ▼a QA76.87 ▼b .C665 1995
082 0 0 ▼a 006.3 ▼2 20
090 ▼a 006.3 ▼b C738
245 0 0 ▼a Computational architectures integrating neural and symbolic processes : ▼b a perspective on the state of the art / ▼c edited by Ron Sun, Lawrence A. Bookman.
260 ▼a Boston : ▼b Kluwer Academic, ▼c c1995.
300 ▼a xviii, 475 p. : ▼b ill. ; ▼c 25 cm.
440 4 ▼a The Kluwer international series in engineering and computer science ; ▼v SECS 292
504 ▼a Includes bibliographical references and indexes.
650 0 ▼a Neural networks (Computer science)
650 0 ▼a Artificial intelligence.
650 0 ▼a Computer architecture.
700 1 ▼a Sun, Ron, ▼d 1960-
700 1 ▼a Bookman, Lawrence A., ▼d 1947-

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 006.3 C738 Accession No. 121021102 Availability Available Due Date Make a Reservation Service B M

Contents information

Table of Contents


CONTENTS
List of Contributors = xi
Foreword by Michael Arbib = xiii
Preface = xvii
1 An Introduction; On Symbolic Processing in Neural Networks = 1
 1 Introduction = 1
 2 Brief Review = 4
 3 Existing Approaches = 5
 4 Issues and Difficulties = 7
 5 Future Directions, Or Where Should We Go From Here? = 11
 6 Overview of the Chapters = 12
 7 Summary = 15
 References = 16
Part I LOCALIST ARCHITECTURES = 19
 2 Complex Sympol - Processing in Conposit, A Transiently Localist Connectionist Archiecture = 21
  1 Introduction = 21
  2 The Johnson-Laird Theory and Its Challenges = 22
  3 Mental Models in Conposit = 31
  4 Connectionist Realization of Conposit = 48
  5 Coping with the Johnson-Laird Chalenge = 54
  6 Simulation Runs = 58
  7 Discussion = 62
  8 Summary = 64
  References = 65
 3 A Structured Connectionist Approach to Inferencing and Retrieval = 69
  1 Introduction = 69
  2 Language Understanding and Memory Retrieval Models = 74
  3 Inferencing in ROBIN = 82
  4 Episodic Retrieval in REMIND = 92
  5 Future Work = 102
  6 Summary = 110
  References = 111
 4 Hierarchical Architectures for Reasoning = 117
  1 Introduction = 117
  2 Computational Networks: A General Setting for Distributed Computations = 118
  3 Type x00 Computational Networks = 126
  4 Expert Systems = 129
  5 Expert Networks = 133
  6 Neural Networks = 140
  7 Summary = 143
  References =  145
Part Ⅱ DISTRIBUTED ARCHITECTURES = 151
 5 Subsymbolic Parsing of Embedded Structures = 153
  1 Introduction = 153
  2 Overview of Subsymbolic Sentence Processing = 155
  3 The SPEC Architecture = 158
  4 Experiments = 166
  5 Discussion = 177
  6 Summary = 179
  References = 180
 6 Towards Instructable Connectionist Systems = 187
  1 Introduction = 187
  2 Systematic Action = 192
  3 Linguistic Interaction = 200
  4 Learning By Instruction = 207
  5 Summary = 217
  References = 220
 7 An Internal Report for Connectionists = 223
  1 Introduction = 223
  2 The Origins of Connectionist Representation = 225
  3 Representation and Decision Space = 229
  4 Discussion = 240
  5 Summary = 242
  References = 243
Part Ⅲ COMBINED ARCHITECTURES = 245
 8 A Two-Level Hybrid Architecture for Structuring Knowledge for Commonsense Reasoning = 247
  1 Introduction = 247
  2 Developing A Two-Level Architecture = 250
  3 Fine-Tuning the Structure = 255
  4 Experiments = 264
  5 Comparisons with Other Approaches = 274
  6 Summary = 275
  References = 278
 9 A Framework for Integrating Relational and Associational Knowledge for Comprehension = 283
  1 Introduction = 283
  2 Overview of LeMICON = 287
  3 Text Comprehension = 289
  4 Encoding Semantic Memory = 296
  5 Representation of Semantic Constraints = 298
  6 Experiments and Results = 299
  7 Algorithm = 308
  8 Summary = 313
  References = 315
 10 Examining a Hybrid Connectionist / Symbolic System for the Analysis of Ballistic Signals = 319
  1 Introduction = 319
  2 Related Work in Hybrid Systems = 321
  3 Description of the SCRuFFY Architecture = 322
  4 Aalysis of Ballistic Signals = 325
  5 Future Work = 333
  6 Conclusion = 334
  References = 347
Part Ⅳ COMMENTARIES = 349
 11 Symbolic Artificial lntelligence and Numeric Artificial Neural Networks ; Towards a Resolution of the Dichotomy = 351
  1 Introduction = 351
  2 Shared Foundations of SAI and NANN = 353
  3 Knowledge Representation Revisited = 356
  4 A Closer Look at SAI and NANN = 360
  5 Integration of SAI and NANN = 374
  6 Summary = 375
  References = 378
 12 Connectionist Natural Language Processing ; A Status Report = 389
  1 Introduction = 389
  2 Dynamic Bindings = 391
  3 Functional Bindings and Structured Pattern Matching = 397
  4 Encoding and Accessing Recursive Structures = 398
  5 Forming Lexical Memories = 401
  6 Forming Semantic and Episodic Memories = 405
  7 Role of Working Memory = 407
  8 Routing and Control = 408
  9 Grounding Language in Perception = 413
  10 Future Directions = 418
  11 Conclusions = 421
  References = 423
Appendix Bibliography of Connectionist Models with Symbolic Processing = 431
Author Index = 457
Subject Index = 463
About The Editors = 475


New Arrivals Books in Related Fields

Cartwright, Hugh M. (2021)
한국소프트웨어기술인협회. 빅데이터전략연구소 (2021)