Language modeling for information retrieval:
Gespeichert in:
| Weitere Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Dordrecht [u.a.]
Kluwer
2003
|
| Schriftenreihe: | Kluwer international series on information retrieval
13 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XIII, 245 S. graph. Darst. |
| ISBN: | 1402012160 |
Internformat
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Datensatz im Suchindex
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|---|---|
| adam_text | IMAGE 1
LANGUAGE MODELING FOR INFORMATION RETRIEVAL
EDITED BY
W. BRUCE CROFT UNIVERSITY OF MASSACHUSETTS, AMHERST U.S.A.
AND
JOHN LAFFERTY CARNIEGE MELLON UNIVERSITY, PITTSBURGH, U.S.A.
KLUWER ACADEMIC PUBLISHERS DORDRECHT / BOSTON / LONDON
2008 AGI-INFORMATION MANAGEMENT CONSULTANTS MAY BE USED FOR PERSONAL
PURPORSES ONLY OR BY LIBRARIES ASSOCIATED TO DANDELON.COM NETWORK.
IMAGE 2
CONTENTS
PREFACE IX
CONTRIBUTING AUTHORS XI
1 PROBABILISTIC RELEVANCE MODELS BASED ON DOCUMENT AND QUERY GENERATION
I JOHN LAFFERTY, CHENGXIANG ZHAI 1 INTRODUCTION 1
2 GENERATIVE RELEVANCE MODELS 2
3 DISCUSSION 6
4 HISTORICAL NOTES 9
2 RELEVANCE MODELS IN INFORMATION RETRIEVAL 11
VICTOR LAVRENKO AND W. BRUCE CROFT 1 INTRODUCTION 11
2 RELEVANCE MODELS 15
3 ESTIMATING A RELEVANCE MODEL 18
4 EXPERIMENTAL RESULTS 31
5 CONCLUSIONS 51
6 ACKNOWLEDGMENTS 54
3 *
LANGUAGE MODELING AND RELEVANCE 57
KAREN SPARCK JONES, STEPHEN ROBERTSON, DJOERD HIEMSTRA AND HUGO ZARAGPZA
1 INTRODUCTION 58
2 RELEVANCE IN LM 59
3 A POSSIBLE LM APPROACH: PARSIMONIOUS MODELS 65
4 CONCLUDING COMMENT . 70
4 CONTRIBUTIONS OF LANGUAGE MODELING TO THE THEORY AND PRACTICE OF IR 73
WARREN R. GREIFF AND WILLIAM T. MORGAN 1 INTRODUCTION 73
2 WHAT IS LANGUAGE MODELING IN IR 76
3 SIMULATION STUDIES OF VARIANCE REDUCTION 81
4 CONTINUED EXPLORATION 89
IMAGE 3
VI LANGUAGE MODELING FOR INFORMATION RETRIEVAL
5 LANGUAGE MODELS FOR TOPIC TRACKING 95
WESSEL KRAAIJ AND MARTIJN SPITTERS 1 INTRODUCTION 95
2 LANGUAGE MODELS FOR IR TASKS 96
3 EXPERIMENTS 107
4 DISCUSSION 116
5 CONCLUSIONS 120
A PROBABILISTIC APPROACH TO TERM TRANSLATION FOR CROSS-LINGUAL RETRIEVAL
125 JINXI XU AND RALPH WEISCHEDEL 1 INTRODUCTION 125
2 A PROBABILISTIC MODEL FOR CLIR 127
3 ESTIMATING TERM TRANSLATION PROBABILITIES 129
4 RELATED WORK 130
5 TEST COLLECTIONS 131
6 COMPARING CLIR WITH MONOLINGUAL BASELINE 132
7 COMPARING PROBABILISTIC AND STRUCTURAL TRANSLATIONS 132
8 COMPARING PROBABILISTIC TRANSLATION AND MT 134
9 MEASURING CLIR PERFORMANCE AS A FUNCTION OF RESOURCE SIZES 135 10
REDUCING THE TRANSLATION COST OF CREATING A PARALLEL CORPUS 137 11
CONCLUSIONS 139
7 J
USING COMPRESSIORT^BASED LANGUAGE MODELS FOR TEXT CATEGORIZATION 141
WILLIAM J. TEAHAN AND DAVID J. HARPER 1 BACKGROUND 142
2 COMPRESSION MODELS 143
- 3 BAYES CLASSIFIERS 144
4 PPM-BASED LANGUAGE MODELS 146
5 EXPERIMENTAL RESULTS 147
6 DISCUSSION 160
APPLICATIONS OF SCORE DISTRIBUTIONS IN INFORMATION RETRIEVAL 167
R. MANMATHA 1 INTRODUCTION 167
2 RELATED WORK 169
3 MODELING SCORE DISTRIBUTIONS OF SEARCH ENGINES 171
4 COMBINING SEARCH ENGINES INDEXING THE SAME DATABASE 178
5 APPLICATIONS TO FILTERING AND TOPIC DETECTION AND TRACKING 183 6
COMBINING SEARCH ENGINES INDEXING DIFFERENT DATABASES OR DIFFER- ENT
LANGUAGES 185
7 CONCLUSION 186
8 ACKNOWLEDGEMENTS 186
9 AN UNBIASED GENERATIVE MODEL FOR SETTING DISSEMINATION THRESHOLDS 189
YI ZHANG AND JAMIE CALLAN 1 INTRODUCTION 189
2 GENERATIVE MODELS OF DISSEMINATION THRESHOLDS 191
3 THE NON-RANDOM SAMPLING PROBLEM & SOLUTION 196
4 EXPERIMENTAL METHODOLOGY 201
IMAGE 4
CONTENTS VII
5 EXPERIMENTAL RESULTS 204
6 CONCLUSION 213
10 LANGUAGE MODELING EXPERIMENTS IN NON-EXTRACTIVE SUMMARIZATION 219
VIBHU 0. MITTAL, MICHAEL J. WITBROCK 1 INTRODUCTION 220
2 RELATED WORK 221
3 STATISTICAL MODELS OF GISTING 223
4 TRAINING THE MODELS 226
5 OUTPUT AND EVALUATION 231
6 CONCLUSION 241
INDEX 245
|
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| dewey-full | 025.04 |
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| spelling | Language modeling for information retrieval ed. by W. Bruce Croft ... Dordrecht [u.a.] Kluwer 2003 XIII, 245 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Kluwer international series on information retrieval 13 Computerlinguistik (DE-588)4035843-4 gnd rswk-swf Information Retrieval (DE-588)4072803-1 gnd rswk-swf Sprache (DE-588)4056449-6 gnd rswk-swf (DE-588)1071861417 Konferenzschrift 2001 Pittsburgh, Pa. gnd-content Information Retrieval (DE-588)4072803-1 s Sprache (DE-588)4056449-6 s Computerlinguistik (DE-588)4035843-4 s DE-188 Croft, W. Bruce 1952- (DE-588)137756658 edt Kluwer international series on information retrieval 13 (DE-604)BV011555884 13 HEBIS Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=022042235&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
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| title | Language modeling for information retrieval |
| title_auth | Language modeling for information retrieval |
| title_exact_search | Language modeling for information retrieval |
| title_full | Language modeling for information retrieval ed. by W. Bruce Croft ... |
| title_fullStr | Language modeling for information retrieval ed. by W. Bruce Croft ... |
| title_full_unstemmed | Language modeling for information retrieval ed. by W. Bruce Croft ... |
| title_short | Language modeling for information retrieval |
| title_sort | language modeling for information retrieval |
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| topic_facet | Computerlinguistik Information Retrieval Sprache Konferenzschrift 2001 Pittsburgh, Pa. |
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