Subsymbolic natural language processing: an integrated model of scripts, lexicon, and memory
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Cambridge, Mass. u.a.
MIT Press
1993
|
| Series: | Neural network modeling and connectionism
A Bradford book |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | XII, 391 S. graph. Darst. |
| ISBN: | 0262132907 |
Staff View
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
| 001 | BV008210939 | ||
| 003 | DE-604 | ||
| 005 | 20150212 | ||
| 007 | t | ||
| 008 | 930913s1993 d||| |||| 00||| eng d | ||
| 020 | |a 0262132907 |9 0-262-13290-7 | ||
| 035 | |a (OCoLC)58056509 | ||
| 035 | |a (DE-599)BVBBV008210939 | ||
| 040 | |a DE-604 |b ger |e rakddb | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-739 |a DE-355 |a DE-20 |a DE-29 |a DE-91 |a DE-19 |a DE-473 |a DE-706 |a DE-11 | ||
| 080 | |a 681.3 | ||
| 084 | |a CP 6500 |0 (DE-625)18996: |2 rvk | ||
| 084 | |a ES 900 |0 (DE-625)27926: |2 rvk | ||
| 084 | |a ST 306 |0 (DE-625)143654: |2 rvk | ||
| 084 | |a DAT 710f |2 stub | ||
| 084 | |a DAT 714f |2 stub | ||
| 084 | |a DAT 717f |2 stub | ||
| 100 | 1 | |a Miikkulainen, Risto |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Subsymbolic natural language processing |b an integrated model of scripts, lexicon, and memory |c Risto Miikkulainen |
| 264 | 1 | |a Cambridge, Mass. u.a. |b MIT Press |c 1993 | |
| 300 | |a XII, 391 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Neural network modeling and connectionism | |
| 490 | 0 | |a A Bradford book | |
| 650 | 0 | 7 | |a Sprachverarbeitung |0 (DE-588)4116579-2 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Neuronales Netz |0 (DE-588)4226127-2 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Natürliche Sprache |0 (DE-588)4041354-8 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Sprachverarbeitung |0 (DE-588)4116579-2 |D s |
| 689 | 0 | 1 | |a Neuronales Netz |0 (DE-588)4226127-2 |D s |
| 689 | 0 | |5 DE-604 | |
| 689 | 1 | 0 | |a Natürliche Sprache |0 (DE-588)4041354-8 |D s |
| 689 | 1 | 1 | |a Neuronales Netz |0 (DE-588)4226127-2 |D s |
| 689 | 1 | |5 DE-604 | |
| 856 | 4 | 2 | |m HEBIS Datenaustausch |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=005419522&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-005419522 | ||
Record in the Search Index
| _version_ | 1804122596826939392 |
|---|---|
| adam_text | Subsymbolic Natural Language Processing
An Integrated Model of Scripts, Lexicon,
and Memory
Risto Miikkulainen
A Bradford Book
The MIT Press
Cambridge, Massachusetts
London, England
Contents
Preface xi
PARTI
Overview
Chapter 1 Introduction 3
1 1 Task: Processing Script-Based Narratives 3
1 2 Motivation and Goals 5
13 Approach 7
1 4 Guide to the Reader 10
Chapter 2 Background 13
2 2 Scripts 13
2 2 Parallel Distributed Processing 17
Chapter 3 Overview of DISCERN 23
3 1 System Architecture 23
3 2 I/O Example 28
3 3 Training and Performance 30
PART II
Processing Mechanisms
Chapter 4 Backpropagation Networks 37
4 1 The Basic Idea 37
4 2 Details of the Algorithm 39
4 3 Variations 41
4 4 Application Considerations 44
Chapter 5 Developing Representations in FGREP Modules 47
5 1 The Basic FGREP Mechanism 47
5 2 Subtask: Assigning Case Roles to Sentence Constituents 50
5 3 Properties of FGREP Representations 53
viii Contents
5 4 Cloning Synonymous Word Instances: The ID+content
Technique 69
5 5 Processing Sequential Input and Output: The Recurrent
FGREP Module 77
5 6 Limitations of FGREP 82
Chapter 6 Building from FGREP Modules 85
6 1 Performance Phase 85
6 2 Training Phase 89
6 3 Processing Modules in DISCERN 90
6 4 Limitations of the Modular FGREP Approach 99
PART III
Memory Mechanisms
Chapter 7 Self-Organizing Feature Maps 105
7 2 Topological Feature Maps 105
7 2 Self-Organization 109
7 3 Biological Feature Maps 114
7 4 Feature Maps as Memory Models 117
Chapter 8 Episodic Memory Organization: Hierarchical
Feature Maps 119
8 1 The General Hierarchical Feature Map Architecture 119
8 2 Hierarchical Feature Maps in DISCERN 122
8 3 Memory Organization Properties 133
8 4 Self-Organization Properties 137
Chapter 9 Episodic Memory Storage and Retrieval: Trace
Feature Maps 141
91A General Model of Trace Feature Maps 141
9 2 Trace Feature Maps in DISCERN 150
9 3 Storage and Retrieval from Episodic Memory 155
9 4 Modeling Human Memory: Interpretation and
Limitations 159
Chapter 10 Lexicon 163
20 2 Overview of the Architecture 163
20 2 Representation of Lexical Symbols 165
20 3 Properties of the Lexicon Model 165
20 4 The Lexicon in DISCERN 178
20 5 Modeling the Human Lexical System 185
20 6 Limitations 190
Contents ix
PART IV
Evaluation
Chapter 11 Behavior of the Complete Model 197
11 1 Connecting the Modules 197
22 2 Example Run 204
12 3 Cleaning Up Errors 219
22 4 Error Behavior 224
22 5 Conclusion 233
Chapter 12 Discussion 235
22 2 DISCERN as a Physical Model 235
22 2 DISCERN as a Cognitive Model 237
22 3 DISCERN as a Developmental Model 239
22 4 Making Use of Modularity 242
22 5 The Role of the Central Lexicon 245
22 6 Robustness and Stability 247
22 7 Generalization in Question Answering 248
12 8 Exceptions and Novel Situations 249
Chapter 13 Comparison to Related Work 251
23 2 Symbolic Models of Natural Language Processing 251
23 2 Parallel Distributed Models of Natural Language Processing 253
23 3 Localist Models 261
13 4 Hybrid Models 264
23 5 Models of the Lexicon 272
13 6 Models of Episodic Memory 275
23 7 Issues in Subsymbolic Cognitive Modeling 279
Chapter 14 Extensions and Future Work 301
24 2 Sentence Processing 301
24 2 Script Processing 304
24 3 Concept Representations 307
24 4 Lexicon 309
24 5 Episodic Memory 313
24 6 Question Answering 319
24 7 Parallel Distributed Control 320
14 8 Processing Multiple Languages 322
24 9 Representing and Learning Knowledge Structures 326
Chapter 15 Conclusions 331
25 2 Summary of the DISCERN Model 331
25 2 Conclusion 335
x - Contents
Appendix A Story Data 337
Appendix B Implementation Details 343
Appendix C Instructions for Obtaining the DISCERN
Software 345
Bibliography 347
Author Index 375
Subject Index 381
|
| any_adam_object | 1 |
| author | Miikkulainen, Risto |
| author_facet | Miikkulainen, Risto |
| author_role | aut |
| author_sort | Miikkulainen, Risto |
| author_variant | r m rm |
| building | Verbundindex |
| bvnumber | BV008210939 |
| classification_rvk | CP 6500 ES 900 ST 306 |
| classification_tum | DAT 710f DAT 714f DAT 717f |
| ctrlnum | (OCoLC)58056509 (DE-599)BVBBV008210939 |
| discipline | Sprachwissenschaft Informatik Psychologie Literaturwissenschaft |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>01903nam a2200481 c 4500</leader><controlfield tag="001">BV008210939</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20150212 </controlfield><controlfield tag="007">t</controlfield><controlfield tag="008">930913s1993 d||| |||| 00||| eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">0262132907</subfield><subfield code="9">0-262-13290-7</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)58056509</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV008210939</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rakddb</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-739</subfield><subfield code="a">DE-355</subfield><subfield code="a">DE-20</subfield><subfield code="a">DE-29</subfield><subfield code="a">DE-91</subfield><subfield code="a">DE-19</subfield><subfield code="a">DE-473</subfield><subfield code="a">DE-706</subfield><subfield code="a">DE-11</subfield></datafield><datafield tag="080" ind1=" " ind2=" "><subfield code="a">681.3</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">CP 6500</subfield><subfield code="0">(DE-625)18996:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ES 900</subfield><subfield code="0">(DE-625)27926:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">ST 306</subfield><subfield code="0">(DE-625)143654:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">DAT 710f</subfield><subfield code="2">stub</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">DAT 714f</subfield><subfield code="2">stub</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">DAT 717f</subfield><subfield code="2">stub</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Miikkulainen, Risto</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Subsymbolic natural language processing</subfield><subfield code="b">an integrated model of scripts, lexicon, and memory</subfield><subfield code="c">Risto Miikkulainen</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Cambridge, Mass. u.a.</subfield><subfield code="b">MIT Press</subfield><subfield code="c">1993</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">XII, 391 S.</subfield><subfield code="b">graph. Darst.</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="b">n</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">nc</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="490" ind1="0" ind2=" "><subfield code="a">Neural network modeling and connectionism</subfield></datafield><datafield tag="490" ind1="0" ind2=" "><subfield code="a">A Bradford book</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Sprachverarbeitung</subfield><subfield code="0">(DE-588)4116579-2</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Neuronales Netz</subfield><subfield code="0">(DE-588)4226127-2</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Natürliche Sprache</subfield><subfield code="0">(DE-588)4041354-8</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Sprachverarbeitung</subfield><subfield code="0">(DE-588)4116579-2</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><subfield code="a">Neuronales Netz</subfield><subfield code="0">(DE-588)4226127-2</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="689" ind1="1" ind2="0"><subfield code="a">Natürliche Sprache</subfield><subfield code="0">(DE-588)4041354-8</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="1" ind2="1"><subfield code="a">Neuronales Netz</subfield><subfield code="0">(DE-588)4226127-2</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="1" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">HEBIS Datenaustausch</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=005419522&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-005419522</subfield></datafield></record></collection> |
| id | DE-604.BV008210939 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T17:16:24Z |
| institution | BVB |
| isbn | 0262132907 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-005419522 |
| oclc_num | 58056509 |
| open_access_boolean | |
| owner | DE-739 DE-355 DE-BY-UBR DE-20 DE-29 DE-91 DE-BY-TUM DE-19 DE-BY-UBM DE-473 DE-BY-UBG DE-706 DE-11 |
| owner_facet | DE-739 DE-355 DE-BY-UBR DE-20 DE-29 DE-91 DE-BY-TUM DE-19 DE-BY-UBM DE-473 DE-BY-UBG DE-706 DE-11 |
| physical | XII, 391 S. graph. Darst. |
| publishDate | 1993 |
| publishDateSearch | 1993 |
| publishDateSort | 1993 |
| publisher | MIT Press |
| record_format | marc |
| series2 | Neural network modeling and connectionism A Bradford book |
| spelling | Miikkulainen, Risto Verfasser aut Subsymbolic natural language processing an integrated model of scripts, lexicon, and memory Risto Miikkulainen Cambridge, Mass. u.a. MIT Press 1993 XII, 391 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Neural network modeling and connectionism A Bradford book Sprachverarbeitung (DE-588)4116579-2 gnd rswk-swf Neuronales Netz (DE-588)4226127-2 gnd rswk-swf Natürliche Sprache (DE-588)4041354-8 gnd rswk-swf Sprachverarbeitung (DE-588)4116579-2 s Neuronales Netz (DE-588)4226127-2 s DE-604 Natürliche Sprache (DE-588)4041354-8 s HEBIS Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=005419522&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Miikkulainen, Risto Subsymbolic natural language processing an integrated model of scripts, lexicon, and memory Sprachverarbeitung (DE-588)4116579-2 gnd Neuronales Netz (DE-588)4226127-2 gnd Natürliche Sprache (DE-588)4041354-8 gnd |
| subject_GND | (DE-588)4116579-2 (DE-588)4226127-2 (DE-588)4041354-8 |
| title | Subsymbolic natural language processing an integrated model of scripts, lexicon, and memory |
| title_auth | Subsymbolic natural language processing an integrated model of scripts, lexicon, and memory |
| title_exact_search | Subsymbolic natural language processing an integrated model of scripts, lexicon, and memory |
| title_full | Subsymbolic natural language processing an integrated model of scripts, lexicon, and memory Risto Miikkulainen |
| title_fullStr | Subsymbolic natural language processing an integrated model of scripts, lexicon, and memory Risto Miikkulainen |
| title_full_unstemmed | Subsymbolic natural language processing an integrated model of scripts, lexicon, and memory Risto Miikkulainen |
| title_short | Subsymbolic natural language processing |
| title_sort | subsymbolic natural language processing an integrated model of scripts lexicon and memory |
| title_sub | an integrated model of scripts, lexicon, and memory |
| topic | Sprachverarbeitung (DE-588)4116579-2 gnd Neuronales Netz (DE-588)4226127-2 gnd Natürliche Sprache (DE-588)4041354-8 gnd |
| topic_facet | Sprachverarbeitung Neuronales Netz Natürliche Sprache |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=005419522&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT miikkulainenristo subsymbolicnaturallanguageprocessinganintegratedmodelofscriptslexiconandmemory |