Ambiguity resolution in language learning: computational and cognitive models
Gespeichert in:
1. Verfasser: | |
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Format: | Buch |
Sprache: | English |
Veröffentlicht: |
Stanford, Calif.
CSLI Publ.
1997
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Schriftenreihe: | Center for the Study of Language and Information <Stanford, Calif.>: CSLI lecture notes
71 |
Schlagworte: | |
Online-Zugang: | Inhaltsverzeichnis |
Beschreibung: | Zugl.: Stanford, Calif., Univ., Diss., 1995 |
Beschreibung: | XV, 214 S. graph. Darst. |
ISBN: | 1575860759 1575860740 |
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Datensatz im Suchindex
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adam_text | CSLI Lecture Notes
Number 71
AMBIGUITY RESOLUTION
IN LANGUAGE LEARNING
Computational and Cognitive Models
HINRICH SCHUTZE
Publications!
CENTER FOR THE STUDY OF
LANGUAGE AND INFORMATION
STANFORD, CALIFORNIA
Contents
List of Figures xi
List of Figures xiii
Acknowledgements xv
1 Introduction 1
2 Syntactic Categorization 7
2 1 Distributional Analysis 8
2 2 Gradience in Syntactic Categorization 13
2 3 Cognitive Models of Part-of-Speech Acquisition 17
231 Acquisition by Semantic-Distributional
Patterns 17
232 Semantic Bootstrapping 19
2 4 Computational Models of Part-of-Speech Acquisition 25
2 5 TAG SPACE: A Gradient Model of the Acquisition of
Syntactic Categorization 27
251 Vector Spaces and Clustering 29
2511 Clustering 33
252 Description of TAG SPACE 33
253 Induction Based on Word Type Only 36
254 Induction Based on Word Type and Context 37
255 Generalized Context Vectors 38
256 Induction for Disambiguated Words 39
2 6 Evaluation 40
2 7 Experimental Results 44
271A Detailed Analysis of a Cline 49
272 The Structure of TAG SPACE 52
2 8 Discussion 56
281 Ambiguity 56
282 Gradience 57
vii
viii / CONTENTS
283 Innateness 61
2 9 Conclusion 63
3 Semantic Categorization 65
3 1 On the Nature of Semantic Ambiguity 66
311 The Cline from Vagueness to Ambiguity 68
312 Coactivation 71
3121 Coactivation in PP Modification 74
3122 Scope 75
313 Summary 77
3 2 Computational Models of Lexical Acquisition 78
321A Neo-Behaviorist Model 78
322 Siskind s Model of Lexical Acquisition 79
323 The LO Project 81
3 3 Computational Work on Disambiguation 82
331 Class-Based Disambiguation 84
3 4 WORD SPACE: Sense Acquisition and Disambiguation
based on Contextual Semantic Similarity 87
341 Psychological Motivation for Context Group
Disambiguation 88
342 Derivation of Word Representations 90
3421 Sample Synonyms 91
343 Derivation of Context Representations 92
344 Derivation of Sense Representations 93
345 The Disambiguation Algorithm 94
3 5 Experimental Results 95
351 Analysis of Results 101
3 6 Discussion 104
361 Ambiguity in Natural Language Processing 104
362 Ambiguity and Gradience in Lexicography 106
363 Ambiguity and Gradience in Linguistics 109
3631 The Semantics-Pragmatics Distinction 109
3632 Prototypicality 110
3633 Labov s Study of Gradience in
Categorization 114
364 Innateness 116
3 7 Conclusion 117
4 Subcategorization 119
4 1 Baker s paradox 121
411 Early work on Semantic Regularity 123
4 2 The Lexical Rule Account of the Acquisition of
Subcategorization 124
CONTENTS / ix
421 Broad-Range and Narrow-Range Classes 128
422 Acquisition of Conflation Classes 129
4221 Broad-Range Classes 129
4222 Narrow-Range Classes 130
423 The Transition Problem 132
424 The Ambiguity Problem 133
425 Summary 138
43A Connectionist Account of Subcategorization
Acquisition 138
431 Description of the Model 139
4311 Network architecture 140
4312 Training regime 141
4313 Input representation 142
432 Experimental Results 146
4321 Successful learning 146
4322 Generalization 149
4323 Overgeneralization 155
4324 Sensitivity to Network Architecture 155
4 4 Discussion 156
441 Successful Learning 163
442 Robustness 164
443 Exceptions and arbitrariness 165
444 Negative Evidence 168
445 Generalization 170
446 Overgeneralization 174
447 Ambiguity 177
448 Innateness 179
449 Transition 181
4 4 10 Limitations of the Connectionist Model 184
4 4 11 Other Related Work 185
4 5 Conclusion 186
A Look Back 187
Mathematical Methods 189
A I Singular Value Decomposition 189
AII An Example 189
A12 Formal Description 192
A13 Related Work 194
A 2 Unsupervised Classification 195
A21 Group-Average Agglomerative Clustering 196
x / CONTENTS
A22 Formal Description 197
References 199
Name Index 209
Subject Index 213
|
any_adam_object | 1 |
author | Schütze, Hinrich |
author_GND | (DE-588)112281672 |
author_facet | Schütze, Hinrich |
author_role | aut |
author_sort | Schütze, Hinrich |
author_variant | h s hs |
building | Verbundindex |
bvnumber | BV011574229 |
callnumber-first | P - Language and Literature |
callnumber-label | P118 |
callnumber-raw | P118.2 |
callnumber-search | P118.2 |
callnumber-sort | P 3118.2 |
callnumber-subject | P - Philology and Linguistics |
classification_rvk | ER 920 ES 760 |
ctrlnum | (OCoLC)36029619 (DE-599)BVBBV011574229 |
dewey-full | 418 |
dewey-hundreds | 400 - Language |
dewey-ones | 418 - Applied linguistics |
dewey-raw | 418 |
dewey-search | 418 |
dewey-sort | 3418 |
dewey-tens | 410 - Linguistics |
discipline | Sprachwissenschaft Literaturwissenschaft |
format | Book |
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spelling | Schütze, Hinrich Verfasser (DE-588)112281672 aut Ambiguity resolution in language learning computational and cognitive models Hinrich Schütze Stanford, Calif. CSLI Publ. 1997 XV, 214 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Center for the Study of Language and Information <Stanford, Calif.>: CSLI lecture notes 71 Zugl.: Stanford, Calif., Univ., Diss., 1995 Ambiguïteit gtt Ambiguïté Categorieën (taalkunde) gtt Catégorisation (Linguistique) Computermodellen gtt Langue seconde - Acquisition Linguistique informatique Psycholinguistique Taalverwerving gtt Ambiguity Categorization (Linguistics) Computational linguistics Psycholinguistics Second language acquisition Psycholinguistik (DE-588)4127537-8 gnd rswk-swf Fremdsprachenlernen (DE-588)4071461-5 gnd rswk-swf Disambiguierung (DE-588)4233548-6 gnd rswk-swf Ambiguität (DE-588)4138525-1 gnd rswk-swf Spracherwerb (DE-588)4056458-7 gnd rswk-swf Computerlinguistik (DE-588)4035843-4 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Spracherwerb (DE-588)4056458-7 s Disambiguierung (DE-588)4233548-6 s DE-604 Ambiguität (DE-588)4138525-1 s Psycholinguistik (DE-588)4127537-8 s Fremdsprachenlernen (DE-588)4071461-5 s Computerlinguistik (DE-588)4035843-4 s Center for the Study of Language and Information <Stanford, Calif.>: CSLI lecture notes 71 (DE-604)BV001900711 71 HEBIS Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=007793605&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Schütze, Hinrich Ambiguity resolution in language learning computational and cognitive models Center for the Study of Language and Information <Stanford, Calif.>: CSLI lecture notes Ambiguïteit gtt Ambiguïté Categorieën (taalkunde) gtt Catégorisation (Linguistique) Computermodellen gtt Langue seconde - Acquisition Linguistique informatique Psycholinguistique Taalverwerving gtt Ambiguity Categorization (Linguistics) Computational linguistics Psycholinguistics Second language acquisition Psycholinguistik (DE-588)4127537-8 gnd Fremdsprachenlernen (DE-588)4071461-5 gnd Disambiguierung (DE-588)4233548-6 gnd Ambiguität (DE-588)4138525-1 gnd Spracherwerb (DE-588)4056458-7 gnd Computerlinguistik (DE-588)4035843-4 gnd |
subject_GND | (DE-588)4127537-8 (DE-588)4071461-5 (DE-588)4233548-6 (DE-588)4138525-1 (DE-588)4056458-7 (DE-588)4035843-4 (DE-588)4113937-9 |
title | Ambiguity resolution in language learning computational and cognitive models |
title_auth | Ambiguity resolution in language learning computational and cognitive models |
title_exact_search | Ambiguity resolution in language learning computational and cognitive models |
title_full | Ambiguity resolution in language learning computational and cognitive models Hinrich Schütze |
title_fullStr | Ambiguity resolution in language learning computational and cognitive models Hinrich Schütze |
title_full_unstemmed | Ambiguity resolution in language learning computational and cognitive models Hinrich Schütze |
title_short | Ambiguity resolution in language learning |
title_sort | ambiguity resolution in language learning computational and cognitive models |
title_sub | computational and cognitive models |
topic | Ambiguïteit gtt Ambiguïté Categorieën (taalkunde) gtt Catégorisation (Linguistique) Computermodellen gtt Langue seconde - Acquisition Linguistique informatique Psycholinguistique Taalverwerving gtt Ambiguity Categorization (Linguistics) Computational linguistics Psycholinguistics Second language acquisition Psycholinguistik (DE-588)4127537-8 gnd Fremdsprachenlernen (DE-588)4071461-5 gnd Disambiguierung (DE-588)4233548-6 gnd Ambiguität (DE-588)4138525-1 gnd Spracherwerb (DE-588)4056458-7 gnd Computerlinguistik (DE-588)4035843-4 gnd |
topic_facet | Ambiguïteit Ambiguïté Categorieën (taalkunde) Catégorisation (Linguistique) Computermodellen Langue seconde - Acquisition Linguistique informatique Psycholinguistique Taalverwerving Ambiguity Categorization (Linguistics) Computational linguistics Psycholinguistics Second language acquisition Psycholinguistik Fremdsprachenlernen Disambiguierung Ambiguität Spracherwerb Computerlinguistik Hochschulschrift |
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volume_link | (DE-604)BV001900711 |
work_keys_str_mv | AT schutzehinrich ambiguityresolutioninlanguagelearningcomputationalandcognitivemodels |