Coarse-to-fine natural language processing:
Saved in:
| Main Author: | |
|---|---|
| Format: | Electronic eBook |
| Language: | English |
| Published: |
Heidelberg [u.a.]
Springer
2012
|
| Series: | Theory and applications of natural language processing
|
| Subjects: | |
| Online Access: | BTU01 UBA01 UBG01 UBM01 UBR01 UBW01 UBY01 UPA01 Volltext Inhaltsverzeichnis |
| Physical Description: | 1 Online-Ressource (XXII, 105 S.) |
| ISBN: | 3642227422 9783642227424 9783642227431 |
| DOI: | 10.1007/978-3-642-22743-1 |
Staff View
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Record in the Search Index
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| adam_text | IMAGE 1
CONTENTS
1 INTRODUCTION . 1
1.1 COARSE-TO-FINE MODELS 2
1.2 COARSE-TO-FINE INFERENCE 4
2 LATENT VARIABLE GRAMMARS FOR NATURAL LANGUAGE PARSING 7 2.1
INTRODUCTION 7
2.1.1 EXPERIMENTAL SETUP 9
2.2 MANUAL GRAMMAR REFINEMENT 10
2.2.1 VERTICAL AND HORIZONTAL MARKOVIZATION 11
2.2.2 ADDITIONAL LINGUISTIC REFINEMENTS 12
2.3 GENERATIVE LATENT VARIABLE GRAMMARS 13
2.3.1 HIERARCHICAL ESTIMATION 14
2.3.2 ADAPTIVE REFINEMENT 16
2.3.3 SMOOTHING 18
2.3.4 AN INFINITE ALTERNATIVE 19
2.4 INFERENCE 20
2.4.1 HIERARCHICAL COARSE-TO-FINE PRUNING 21
2.4.2 OBJECTIVE FUNCTIONS FOR PARSING 26
2.5 ADDITIONAL EXPERIMENTS 29
2.5.1 EXPERIMENTAL SETUP 29
2.5.2 BASELINE GRAMMAR VARIATION 30
2.5.3 FINAL RESULTS WSJ 31
2.5.4 MULTILINGUAL PARSING 31
2.5.5 CORPUS VARIATION 33
2.5.6 TRAINING SIZE VARIATION 34
2.6 ANALYSIS 35
2.6.1 LEXICAL SUBCATEGORIES 35
2.6.2 PHRASAL SUBCATEGORIES 38
2.6.3 MULTILINGUAL ANALYSIS 40
2.7 SUMMARY AND FUTURE WORK 42
BIBLIOGRAFISCHE INFORMATIONEN HTTP://D-NB.INFO/1013145860
DIGITALISIERT DURCH
IMAGE 2
CONTENTS
DISCRIMINATIVE LATENT VARIABLE GRAMMARS 47
3.1 INTRODUCTION 47
3.2 LOG-LINEAR LATENT VARIABLE GRAMMARS 47
3.3 SINGLE-SCALE DISCRIMINATIVE GRAMMARS 50
3.3.1 EFFICIENT DISCRIMINATIVE ESTIMATION 50
3.3.2 EXPERIMENTS 52
3.4 MULTI-SCALE DISCRIMINATIVE GRAMMARS 55
3.4.1 HIERARCHICAL REFINEMENT 56
3.4.2 LEARNING SPARSE MULTI-SCALE GRAMMARS 58
3.4.3 ADDITIONAL FEATURES 61
3.4.4 EXPERIMENTS 62
3.4.5 ANALYSIS 65
3.5 SUMMARY AND FUTURE WORK 66
STRUCTURED ACOUSTIC MODELS FOR SPEECH RECOGNITION 69 4. 1 INTRODUCTION
69
4.2 LEARNING 71
4.2.1 THE HAND-ALIGNED CASE 72
4.2.2 SPLITTING 73
4.2.3 MERGING 73
4.2.4 SMOOTHING 74
4.2.5 THE AUTOMATICALLY-ALIGNED CASE 75
4.3 INFERENCE 75
4.4 EXPERIMENTS 76
4.4.1 PHONE RECOGNITION 77
4.4.2 PHONE CLASSIFICATION 79
4.5 ANALYSIS 79
4.6 SUMMARY AND FUTURE WORK 82
COARSE-TO-FINE MACHINE TRANSLATION DECODING 83
5.1 INTRODUCTION 83
5.2 COARSE-TO-FINE DECODING 85
5.2.1 RELATED WORK 85
5.2.2 LANGUAGE MODEL PROJECTIONS 86
5.2.3 MULTIPASS DECODING 87
5.3 INVERSION TRANSDUCTION GRAMMARS 88
5.4 LEARNING COARSE LANGUAGES 90
5.4.1 RANDOM PROJECTIONS 90
5.4.2 FREQUENCY CLUSTERING 90
5.4.3 HMM CLUSTERING 91
5.4.4 JCLUSTER 91
5.4.5 CLUSTERING RESULTS 91
5.5 EXPERIMENTS 92
5.5.1 CLUSTERING 93
5.5.2 SPACING 94
5.5.3 ENCODING VERSUS ORDER 94
IMAGE 3
CONTENTS XV
5.5.4 FINALRESULTS 95
5.5.5 SEARCH ERROR ANALYSIS 95
5.6 SUMMARY AND FUTURE WORK 97
6 CONCLUSIONS AND FUTURE WORK 99
REFERENCES 101
|
| any_adam_object | 1 |
| author | Petrov, Slav |
| author_facet | Petrov, Slav |
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| author_sort | Petrov, Slav |
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| dewey-full | 006.35 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.35 |
| dewey-search | 006.35 |
| dewey-sort | 16.35 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik Sprachwissenschaft |
| doi_str_mv | 10.1007/978-3-642-22743-1 |
| format | Electronic eBook |
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| indexdate | 2024-07-10T00:13:16Z |
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| series2 | Theory and applications of natural language processing |
| spelling | Petrov, Slav Verfasser aut Coarse-to-fine natural language processing Slav Petrov Heidelberg [u.a.] Springer 2012 1 Online-Ressource (XXII, 105 S.) txt rdacontent c rdamedia cr rdacarrier Theory and applications of natural language processing Maschinelle Übersetzung (DE-588)4003966-3 gnd rswk-swf Latente Variable (DE-588)4166860-1 gnd rswk-swf Natürliche Sprache (DE-588)4041354-8 gnd rswk-swf Syntaktische Analyse (DE-588)4058778-2 gnd rswk-swf Maschinelles Lernen (DE-588)4193754-5 gnd rswk-swf Grammatik (DE-588)4021806-5 gnd rswk-swf Automatische Spracherkennung (DE-588)4003961-4 gnd rswk-swf Natürliche Sprache (DE-588)4041354-8 s Syntaktische Analyse (DE-588)4058778-2 s Grammatik (DE-588)4021806-5 s Latente Variable (DE-588)4166860-1 s Maschinelles Lernen (DE-588)4193754-5 s Automatische Spracherkennung (DE-588)4003961-4 s Maschinelle Übersetzung (DE-588)4003966-3 s DE-604 https://doi.org/10.1007/978-3-642-22743-1 Verlag Volltext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024738346&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Petrov, Slav Coarse-to-fine natural language processing Maschinelle Übersetzung (DE-588)4003966-3 gnd Latente Variable (DE-588)4166860-1 gnd Natürliche Sprache (DE-588)4041354-8 gnd Syntaktische Analyse (DE-588)4058778-2 gnd Maschinelles Lernen (DE-588)4193754-5 gnd Grammatik (DE-588)4021806-5 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd |
| subject_GND | (DE-588)4003966-3 (DE-588)4166860-1 (DE-588)4041354-8 (DE-588)4058778-2 (DE-588)4193754-5 (DE-588)4021806-5 (DE-588)4003961-4 |
| title | Coarse-to-fine natural language processing |
| title_auth | Coarse-to-fine natural language processing |
| title_exact_search | Coarse-to-fine natural language processing |
| title_full | Coarse-to-fine natural language processing Slav Petrov |
| title_fullStr | Coarse-to-fine natural language processing Slav Petrov |
| title_full_unstemmed | Coarse-to-fine natural language processing Slav Petrov |
| title_short | Coarse-to-fine natural language processing |
| title_sort | coarse to fine natural language processing |
| topic | Maschinelle Übersetzung (DE-588)4003966-3 gnd Latente Variable (DE-588)4166860-1 gnd Natürliche Sprache (DE-588)4041354-8 gnd Syntaktische Analyse (DE-588)4058778-2 gnd Maschinelles Lernen (DE-588)4193754-5 gnd Grammatik (DE-588)4021806-5 gnd Automatische Spracherkennung (DE-588)4003961-4 gnd |
| topic_facet | Maschinelle Übersetzung Latente Variable Natürliche Sprache Syntaktische Analyse Maschinelles Lernen Grammatik Automatische Spracherkennung |
| url | https://doi.org/10.1007/978-3-642-22743-1 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=024738346&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT petrovslav coarsetofinenaturallanguageprocessing |