Natural language processing for social media:
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
[San Rafael, Calif.]
Morgan & Claypool
2015
|
| Series: | Synthesis lectures on human language technologies
30 |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | 146 S. graph. Darst., Kt. |
| ISBN: | 9781627053884 |
Staff View
MARC
| LEADER | 00000nam a2200000 cb4500 | ||
|---|---|---|---|
| 001 | BV042873706 | ||
| 003 | DE-604 | ||
| 005 | 20160229 | ||
| 007 | t | ||
| 008 | 150916s2015 bd|| |||| 00||| eng d | ||
| 020 | |a 9781627053884 |9 978-1-62705-388-4 | ||
| 035 | |a (OCoLC)935912138 | ||
| 035 | |a (DE-599)BSZ445372834 | ||
| 040 | |a DE-604 |b ger |e rakwb | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-188 |a DE-355 | ||
| 084 | |a ST 306 |0 (DE-625)143654: |2 rvk | ||
| 100 | 1 | |a Farzindar, Atefeh |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Natural language processing for social media |c Atefeh Farzindar ; Diana Inkpen |
| 264 | 1 | |a [San Rafael, Calif.] |b Morgan & Claypool |c 2015 | |
| 300 | |a 146 S. |b graph. Darst., Kt. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 1 | |a Synthesis lectures on human language technologies |v 30 | |
| 650 | 0 | 7 | |a Sprachverarbeitung |0 (DE-588)4116579-2 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Social Media |0 (DE-588)4639271-3 |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 Natürliche Sprache |0 (DE-588)4041354-8 |D s |
| 689 | 0 | 1 | |a Sprachverarbeitung |0 (DE-588)4116579-2 |D s |
| 689 | 0 | 2 | |a Social Media |0 (DE-588)4639271-3 |D s |
| 689 | 0 | |5 DE-604 | |
| 700 | 1 | |a Inkpen, Diana |e Verfasser |4 aut | |
| 830 | 0 | |a Synthesis lectures on human language technologies |v 30 |w (DE-604)BV035447238 |9 30 | |
| 856 | 4 | 2 | |m Digitalisierung UB Regensburg - ADAM Catalogue Enrichment |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028302768&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-028302768 | ||
Record in the Search Index
| _version_ | 1804175156823719936 |
|---|---|
| adam_text | Contents
Preface......................................................................xv
Acknowledgments.............................................................xix
1 Introduction to Social Media Analysis....................................... 1
1.1 Introduction...........................................................1
1.2 Social Media Applications..............................................6
1.2.1 Cross-Language Document Analysis in Social Media Data............7
1.2.2 Real-World Applications..........................................7
1.3 Challenges in Social Media Data........................................9
1.4 Semantic Analysis of Social Media.....................................11
1.5 Summary...............................................................13
2 Linguistic Pre-processing
of Social Media Texts........................................................15
2.1 Introduction..........................................................15
2.2 Generic Adaptation Techniques for NLP Tools...........................16
2.2.1 Text Normalization..............................................17
2.2.2 Re-Training NLP Tools for Social Media Texts ...................18
2.3 Tokenizers ...........................................................18
2.4 Part-of-Speech Taggers................................................19
2.5 Chunkers and Parsers..................................................21
2.6 Named Entity Recognizers..............................................24
2.7 Existing NLP Toolkits for English and Their Adaptation................25
2.8 Multi-Linguality and Adaptation to Social Media Texts.................27
2.8.1 Language Identification.........................................27
2.8.2 Dialect Identification .........................................29
2.9 Summary...............................................................35
3 Semantic Analysis of Social Media Texts......................................37
3.1 Introduction..........................................................37
3.2 Geo-Location Detection.................................................37
3.2.1 Readily Available Geo-Location Information.......................38
3.2.2 Geo-Location Based on Network Infrastructure.....................38
3.2.3 Geo-Location Based on the Social Network Structure...............38
3.2.4 Content-Based Location Detection.................................39
3.2.5 Evaluation Measures for Geo-Location Detection...................42
3.3 Entity Linking and Disambiguation.......................................43
3.3.1 Evaluation Measures for Entity Linking...........................46
3.4 Opinion Mining and Emotion Analysis.....................................47
3.4.1 Sentiment Analysis...............»..............................47
3.4.2 Emotion Analysis.................................................50
3.4.3 Sarcasm Detection ...............................................51
3.4.4 Evaluation Measures for Opinion and Emotion Classification.......52
3.5 Event and Topic Detection...............................................53
3.5.1 Specified Versus Unspecified Event Detection.....................54
3.5.2 New Versus Retrospective Events..................................60
3.5.3 Emergency Situation Awareness....................................61
3.5.4 Evaluation Measures for Event Detection..........................62
3.6 Automatic Summarization.................................................62
3.6.1 Update Summarization.............................................63
3.6.2 Network Activity Summarization ..................................64
3.6.3 Event Summarization..............................................64
3.6.4 Opinion Summarization ...........................................65
3.6.5 Evaluation Measures for Summarization............................66
3.7 Machine Translation ....................................................66
3.7.1 Translating Government Agencies Tweet Feeds.....................67
3.7.2 Hashtag Occurrence, Layout, and Translation......................69
3.7.3 Machine Translation for Arabic Social Media......................71
3.7.4 Evaluation Measures for Machine Translation.................... 73
3.8 Summary.................................................................74
4 Applications of Social Media Text Analysis...................................75
4.1 Introduction............................................................75
4.2 Health Care Applications ...............................................75
4.3 Financial Applications..................................................77
4.4 Predicting Voting Intentions............................................78
4.5 Media Monitoring........................................................80
4.6 Security and Defense Applications.....................................81
4.7 Disaster Response Applications........................................83
4.8 NLP-Based User Modeling...............................................84
4.9 Applications for Entertainment........................................89
4.10 NLP-Based Information Visualization for Social Media..................90
4.11 Summary...............................................................90
5 Data Collection, Annotation, and Evaluation..................................93
5.1 Introduction..........................................................93
5.2 Discussion on Data Collection and Annotation..........................93
5.3 Spam and Noise Detection..............................................94
5.4 Privacy and Democracy in Social Media.................................96
5.5 Evaluation Benchmarks.................................................97
5.6 Summary...............................................................99
6 Conclusion and Perspectives.................................................101
6.1 Conclusion...........................................................101
6.2 Perspectives.........................................................101
A TRANSLI: A Case Study for Social Media Analytics and Monitoring...........105
A.l TRANS LI architecture................................................105
A.2 User Interface.......................................................106
Glossary...................................................................109
Bibliography...............................................................Ill
Authors’Biographies........................................................145
|
| any_adam_object | 1 |
| author | Farzindar, Atefeh Inkpen, Diana |
| author_facet | Farzindar, Atefeh Inkpen, Diana |
| author_role | aut aut |
| author_sort | Farzindar, Atefeh |
| author_variant | a f af d i di |
| building | Verbundindex |
| bvnumber | BV042873706 |
| classification_rvk | ST 306 |
| ctrlnum | (OCoLC)935912138 (DE-599)BSZ445372834 |
| discipline | Informatik |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>01694nam a2200397 cb4500</leader><controlfield tag="001">BV042873706</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20160229 </controlfield><controlfield tag="007">t</controlfield><controlfield tag="008">150916s2015 bd|| |||| 00||| eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9781627053884</subfield><subfield code="9">978-1-62705-388-4</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)935912138</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BSZ445372834</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rakwb</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-188</subfield><subfield code="a">DE-355</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="100" ind1="1" ind2=" "><subfield code="a">Farzindar, Atefeh</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Natural language processing for social media</subfield><subfield code="c">Atefeh Farzindar ; Diana Inkpen</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">[San Rafael, Calif.]</subfield><subfield code="b">Morgan & Claypool</subfield><subfield code="c">2015</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">146 S.</subfield><subfield code="b">graph. Darst., Kt.</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="1" ind2=" "><subfield code="a">Synthesis lectures on human language technologies</subfield><subfield code="v">30</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">Social Media</subfield><subfield code="0">(DE-588)4639271-3</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">Natürliche Sprache</subfield><subfield code="0">(DE-588)4041354-8</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><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="2"><subfield code="a">Social Media</subfield><subfield code="0">(DE-588)4639271-3</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Inkpen, Diana</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="830" ind1=" " ind2="0"><subfield code="a">Synthesis lectures on human language technologies</subfield><subfield code="v">30</subfield><subfield code="w">(DE-604)BV035447238</subfield><subfield code="9">30</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Regensburg - ADAM Catalogue Enrichment</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=028302768&sequence=000001&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:BVB01-028302768</subfield></datafield></record></collection> |
| id | DE-604.BV042873706 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T07:11:49Z |
| institution | BVB |
| isbn | 9781627053884 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028302768 |
| oclc_num | 935912138 |
| open_access_boolean | |
| owner | DE-188 DE-355 DE-BY-UBR |
| owner_facet | DE-188 DE-355 DE-BY-UBR |
| physical | 146 S. graph. Darst., Kt. |
| publishDate | 2015 |
| publishDateSearch | 2015 |
| publishDateSort | 2015 |
| publisher | Morgan & Claypool |
| record_format | marc |
| series | Synthesis lectures on human language technologies |
| series2 | Synthesis lectures on human language technologies |
| spelling | Farzindar, Atefeh Verfasser aut Natural language processing for social media Atefeh Farzindar ; Diana Inkpen [San Rafael, Calif.] Morgan & Claypool 2015 146 S. graph. Darst., Kt. txt rdacontent n rdamedia nc rdacarrier Synthesis lectures on human language technologies 30 Sprachverarbeitung (DE-588)4116579-2 gnd rswk-swf Social Media (DE-588)4639271-3 gnd rswk-swf Natürliche Sprache (DE-588)4041354-8 gnd rswk-swf Natürliche Sprache (DE-588)4041354-8 s Sprachverarbeitung (DE-588)4116579-2 s Social Media (DE-588)4639271-3 s DE-604 Inkpen, Diana Verfasser aut Synthesis lectures on human language technologies 30 (DE-604)BV035447238 30 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=028302768&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Farzindar, Atefeh Inkpen, Diana Natural language processing for social media Synthesis lectures on human language technologies Sprachverarbeitung (DE-588)4116579-2 gnd Social Media (DE-588)4639271-3 gnd Natürliche Sprache (DE-588)4041354-8 gnd |
| subject_GND | (DE-588)4116579-2 (DE-588)4639271-3 (DE-588)4041354-8 |
| title | Natural language processing for social media |
| title_auth | Natural language processing for social media |
| title_exact_search | Natural language processing for social media |
| title_full | Natural language processing for social media Atefeh Farzindar ; Diana Inkpen |
| title_fullStr | Natural language processing for social media Atefeh Farzindar ; Diana Inkpen |
| title_full_unstemmed | Natural language processing for social media Atefeh Farzindar ; Diana Inkpen |
| title_short | Natural language processing for social media |
| title_sort | natural language processing for social media |
| topic | Sprachverarbeitung (DE-588)4116579-2 gnd Social Media (DE-588)4639271-3 gnd Natürliche Sprache (DE-588)4041354-8 gnd |
| topic_facet | Sprachverarbeitung Social Media Natürliche Sprache |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028302768&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV035447238 |
| work_keys_str_mv | AT farzindaratefeh naturallanguageprocessingforsocialmedia AT inkpendiana naturallanguageprocessingforsocialmedia |