Applications of topic models:
Gespeichert in:
| Beteiligte Personen: | , , |
|---|---|
| Format: | Buch |
| Sprache: | Englisch |
| Veröffentlicht: |
Boston ; Delft
now
[2017]
|
| Schriftenreihe: | Foundations and trends in information retrieval
volume 11, issue 2-3 |
| Schlagwörter: | |
| Links: | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030184452&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| Beschreibung: | Includes bibliographical references and index |
| Umfang: | xi, 163 Seiten Illustrationen 24 cm |
| ISBN: | 9781680833089 1680833081 |
Internformat
MARC
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| 830 | 0 | |a Foundations and trends in information retrieval |v volume 11, issue 2-3 |w (DE-604)BV035495746 |9 11,2-3 | |
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| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-030184452 | |
Datensatz im Suchindex
| _version_ | 1822792338845466624 |
|---|---|
| adam_text |
Contents
1 The What and Wherefore of Topic Models 3
1.1 Tell Me about Your Haystack . . 3
1.2 What is a Topic Model. 6
1.3 Foundations. 7
1.4 Latent Dirichlet Allocation . 12
1.5 Inference. 14
1.6 The Rest of this Survey. 20
2 Ad-hoc Information Retrieval 23
2.1 Document Language Modeling. 25
2.2 Topic-based Document Language Models . 28
2.3 Query Expansion. 29
2.4 Beyond Relevance—Search Personalization. 36
2.5 Summary. 38
3 Evaluation and Interpretation 41
3.1 Displaying Topics. 41
3.2 Labeling Topics. 43
3.3 Displaying Models . . 46
3.4 Evaluation, Stability, and Repair. 48
3.5 Summary . . 50
IX
X
4 Historical Documents 53
4.1 Newspapers. 54
4.2 Historical Records. 58
4.3 Scholarly Literature. 60
4.4 Summary. 62
5 Understanding Scientific Publications 65
5.1 Understanding Fields of Study . 67
5.2 How Fields Change. 69
5.3 Innovation. 71
5.4 Summary. 73
6 Fiction and Literature 75
6.1 Topic Models in the Humanities . 75
6.2 What is a Document?. 77
6.3 People and Places. 78
6.4 Beyond the Literal. 82
6.5 Comparison to Stylometric Analysis. 84
6.6 Operationalizing "Theme”. 84
6.7 Summary. 85
7 Computational Social Science 87
7.1 Topic Models for Qualitative Analysis . 90
7.2 Sentiment Analysis . 90
7.3 Upstream and Downstream Models. 92
7.4 Understanding Stance and Polarization. 93
7.5 Social Networks and Media. 94
7.6 Summary. 97
8 Multilingual Data and Machine Translation 99
8.1 Document-level Alignment from Multilingual Corpora . . - 101
8.2 Word-level Alignment from Lexical Data.103
8.3 Alignment from Parallel Corpora and Lexical Information . 105
8.4 Topic Models and Machine Translation.106
8.5 The Components of Statistical Machine Translation . 107
8.6 Topic Models for Phrase-level Translation.109
XI
8.7 Topic Models for Sentence-level Language Modeling . 113
8.8 Reordering with Topic Models .117
8.9 Beyond Domain Adaptation.118
8.10 Summary.119
9 Building a Topic Mode! 121
9.1 Designing a Model.122
9.2 Implementing the Model .125
9.3 Debugging and Validation.131
9.4 Communicating Your Model.133
9.5 Summary.134
10 Conclusion 135
10.1 Coping with Information Overload .135
10.2 Deeper Representations.136
10.3 Automatic Text Analysis for the People .137
10.4 Coda.139
References 141 |
| any_adam_object | 1 |
| author | Boyd-Graber, Jordan 1982- Hu, Yuening Mimno, David |
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| building | Verbundindex |
| bvnumber | BV044789194 |
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| id | DE-604.BV044789194 |
| illustrated | Illustrated |
| indexdate | 2025-01-31T19:03:57Z |
| institution | BVB |
| isbn | 9781680833089 1680833081 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-030184452 |
| oclc_num | 1032696227 |
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| owner_facet | DE-355 DE-BY-UBR |
| physical | xi, 163 Seiten Illustrationen 24 cm |
| publishDate | 2017 |
| publishDateSearch | 2017 |
| publishDateSort | 2017 |
| publisher | now |
| record_format | marc |
| series | Foundations and trends in information retrieval |
| series2 | Foundations and trends in information retrieval |
| spelling | Boyd-Graber, Jordan 1982- Verfasser (DE-588)115640584X aut Applications of topic models Jordan Boyd-Graber (Department of Computer Science, UMIACS, Language Science, University of Maryland), Yuening Hu (Google, Inc.), David Mimno (Information Science, Cornell University) Boston ; Delft now [2017] xi, 163 Seiten Illustrationen 24 cm txt rdacontent n rdamedia nc rdacarrier Foundations and trends in information retrieval volume 11, issue 2-3 Includes bibliographical references and index Mehrsprachigkeit (DE-588)4038403-2 gnd rswk-swf Informationsverhalten (DE-588)4123428-5 gnd rswk-swf Information Retrieval (DE-588)4072803-1 gnd rswk-swf Datenverarbeitung (DE-588)4011152-0 gnd rswk-swf Maschinelles Lernen (DE-588)4193754-5 gnd rswk-swf Information Retrieval (DE-588)4072803-1 s Informationsverhalten (DE-588)4123428-5 s Datenverarbeitung (DE-588)4011152-0 s Maschinelles Lernen (DE-588)4193754-5 s Mehrsprachigkeit (DE-588)4038403-2 s DE-604 Hu, Yuening Verfasser (DE-588)1156407656 aut Mimno, David Verfasser (DE-588)1156408148 aut Foundations and trends in information retrieval volume 11, issue 2-3 (DE-604)BV035495746 11,2-3 Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030184452&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Boyd-Graber, Jordan 1982- Hu, Yuening Mimno, David Applications of topic models Foundations and trends in information retrieval Mehrsprachigkeit (DE-588)4038403-2 gnd Informationsverhalten (DE-588)4123428-5 gnd Information Retrieval (DE-588)4072803-1 gnd Datenverarbeitung (DE-588)4011152-0 gnd Maschinelles Lernen (DE-588)4193754-5 gnd |
| subject_GND | (DE-588)4038403-2 (DE-588)4123428-5 (DE-588)4072803-1 (DE-588)4011152-0 (DE-588)4193754-5 |
| title | Applications of topic models |
| title_auth | Applications of topic models |
| title_exact_search | Applications of topic models |
| title_full | Applications of topic models Jordan Boyd-Graber (Department of Computer Science, UMIACS, Language Science, University of Maryland), Yuening Hu (Google, Inc.), David Mimno (Information Science, Cornell University) |
| title_fullStr | Applications of topic models Jordan Boyd-Graber (Department of Computer Science, UMIACS, Language Science, University of Maryland), Yuening Hu (Google, Inc.), David Mimno (Information Science, Cornell University) |
| title_full_unstemmed | Applications of topic models Jordan Boyd-Graber (Department of Computer Science, UMIACS, Language Science, University of Maryland), Yuening Hu (Google, Inc.), David Mimno (Information Science, Cornell University) |
| title_short | Applications of topic models |
| title_sort | applications of topic models |
| topic | Mehrsprachigkeit (DE-588)4038403-2 gnd Informationsverhalten (DE-588)4123428-5 gnd Information Retrieval (DE-588)4072803-1 gnd Datenverarbeitung (DE-588)4011152-0 gnd Maschinelles Lernen (DE-588)4193754-5 gnd |
| topic_facet | Mehrsprachigkeit Informationsverhalten Information Retrieval Datenverarbeitung Maschinelles Lernen |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=030184452&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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