Generative methods for social media analysis:
Saved in:
| Main Authors: | , , , , |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Cham, Switzerland
Springer
[2023]
|
| Series: | SpringerBriefs in computer science
|
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | vii, 90 Seiten Illustrationen |
| ISBN: | 9783031336164 |
Staff View
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
| 001 | BV049325411 | ||
| 003 | DE-604 | ||
| 005 | 20231109 | ||
| 007 | t| | ||
| 008 | 230913s2023 xx a||| |||| 00||| eng d | ||
| 020 | |a 9783031336164 |9 978-3-031-33616-4 | ||
| 035 | |a (OCoLC)1398619979 | ||
| 035 | |a (DE-599)BVBBV049325411 | ||
| 040 | |a DE-604 |b ger |e rda | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-355 | ||
| 084 | |a AK 54515 |0 (DE-625)164545: |2 rvk | ||
| 100 | 1 | |a Matwin, Stan |d 1949- |e Verfasser |0 (DE-588)124436412 |4 aut | |
| 245 | 1 | 0 | |a Generative methods for social media analysis |c Stan Matwin, Aristides Milios, Paweł Prałat, Amilcar Soares, François Théberge |
| 264 | 1 | |a Cham, Switzerland |b Springer |c [2023] | |
| 264 | 4 | |c © 2023 | |
| 300 | |a vii, 90 Seiten |b Illustrationen | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a SpringerBriefs in computer science | |
| 700 | 1 | |a Milios, Aristides |e Verfasser |0 (DE-588)1307215580 |4 aut | |
| 700 | 1 | |a Prałat, Paweł |e Verfasser |0 (DE-588)1170809391 |4 aut | |
| 700 | 1 | |a Soares, Amilcar |e Verfasser |0 (DE-588)1307216145 |4 aut | |
| 700 | 1 | |a Théberge, François |e Verfasser |0 (DE-588)1307216765 |4 aut | |
| 776 | 0 | 8 | |i Erscheint auch als |n Online-Ausgabe |z 978-3-031-33617-1 |
| 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=034586277&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 943 | 1 | |a oai:aleph.bib-bvb.de:BVB01-034586277 | |
Record in the Search Index
| _version_ | 1823509337433178112 |
|---|---|
| adam_text |
Contents 1 Introduction 1 2 Ontologies and Data Models for Cross-platform Social Media Data 3 2.1 2.2 2.3 Data Models for Social Media Data Analysis. Ontologies for Social Media Data. Potential Future Research Topics. 3 Methods for Text Generation in NLP 3 7 10 13 3.1 Introduction. 13 3.2 Past Approaches . 13 3.3 GANs in NLP. . 14 3.4 Large Neural Language Models (LNLMsor LLMs). 17 3.5 Dangers of Effective Generative LLMs . 21 3.6 Detecting Generated Text. 25 4 5 6 Topic and Sentiment Modelling forSocial Media 35 4.1 4.2 4.3 4.4 4.5 35 35 35 36 41 Introduction. Introduction to Topic Modelling. Overview of Classical Approaches to Topic Modelling. Neural Topic
Modelling. Sentiment Analysis. Mining and ModellingComplexNetworks 47 5.1 5.2 5.3 5.4 5.5 5.6 48 52 54 57 59 64 Node Embeddings. Evaluating Node Embeddings. Community Detection . Hypergraphs. Understanding the Dynamics of Networks . Generating Synthetic Networks. Conclusions References 67 69 vii |
| adam_txt |
Contents 1 Introduction 1 2 Ontologies and Data Models for Cross-platform Social Media Data 3 2.1 2.2 2.3 Data Models for Social Media Data Analysis. Ontologies for Social Media Data. Potential Future Research Topics. 3 Methods for Text Generation in NLP 3 7 10 13 3.1 Introduction. 13 3.2 Past Approaches . 13 3.3 GANs in NLP. . 14 3.4 Large Neural Language Models (LNLMsor LLMs). 17 3.5 Dangers of Effective Generative LLMs . 21 3.6 Detecting Generated Text. 25 4 5 6 Topic and Sentiment Modelling forSocial Media 35 4.1 4.2 4.3 4.4 4.5 35 35 35 36 41 Introduction. Introduction to Topic Modelling. Overview of Classical Approaches to Topic Modelling. Neural Topic
Modelling. Sentiment Analysis. Mining and ModellingComplexNetworks 47 5.1 5.2 5.3 5.4 5.5 5.6 48 52 54 57 59 64 Node Embeddings. Evaluating Node Embeddings. Community Detection . Hypergraphs. Understanding the Dynamics of Networks . Generating Synthetic Networks. Conclusions References 67 69 vii |
| any_adam_object | 1 |
| any_adam_object_boolean | 1 |
| author | Matwin, Stan 1949- Milios, Aristides Prałat, Paweł Soares, Amilcar Théberge, François |
| author_GND | (DE-588)124436412 (DE-588)1307215580 (DE-588)1170809391 (DE-588)1307216145 (DE-588)1307216765 |
| author_facet | Matwin, Stan 1949- Milios, Aristides Prałat, Paweł Soares, Amilcar Théberge, François |
| author_role | aut aut aut aut aut |
| author_sort | Matwin, Stan 1949- |
| author_variant | s m sm a m am p p pp a s as f t ft |
| building | Verbundindex |
| bvnumber | BV049325411 |
| classification_rvk | AK 54515 |
| ctrlnum | (OCoLC)1398619979 (DE-599)BVBBV049325411 |
| discipline | Allgemeines |
| discipline_str_mv | Allgemeines |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>00000nam a2200000 c 4500</leader><controlfield tag="001">BV049325411</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20231109</controlfield><controlfield tag="007">t|</controlfield><controlfield tag="008">230913s2023 xx a||| |||| 00||| eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9783031336164</subfield><subfield code="9">978-3-031-33616-4</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)1398619979</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV049325411</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rda</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-355</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">AK 54515</subfield><subfield code="0">(DE-625)164545:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Matwin, Stan</subfield><subfield code="d">1949-</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)124436412</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Generative methods for social media analysis</subfield><subfield code="c">Stan Matwin, Aristides Milios, Paweł Prałat, Amilcar Soares, François Théberge</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Cham, Switzerland</subfield><subfield code="b">Springer</subfield><subfield code="c">[2023]</subfield></datafield><datafield tag="264" ind1=" " ind2="4"><subfield code="c">© 2023</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">vii, 90 Seiten</subfield><subfield code="b">Illustrationen</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="0" ind2=" "><subfield code="a">SpringerBriefs in computer science</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Milios, Aristides</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)1307215580</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Prałat, Paweł</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)1170809391</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Soares, Amilcar</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)1307216145</subfield><subfield code="4">aut</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Théberge, François</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)1307216765</subfield><subfield code="4">aut</subfield></datafield><datafield tag="776" ind1="0" ind2="8"><subfield code="i">Erscheint auch als</subfield><subfield code="n">Online-Ausgabe</subfield><subfield code="z">978-3-031-33617-1</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=034586277&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="943" ind1="1" ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-034586277</subfield></datafield></record></collection> |
| id | DE-604.BV049325411 |
| illustrated | Illustrated |
| index_date | 2024-07-03T22:44:07Z |
| indexdate | 2025-02-08T17:00:20Z |
| institution | BVB |
| isbn | 9783031336164 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-034586277 |
| oclc_num | 1398619979 |
| open_access_boolean | |
| owner | DE-355 DE-BY-UBR |
| owner_facet | DE-355 DE-BY-UBR |
| physical | vii, 90 Seiten Illustrationen |
| publishDate | 2023 |
| publishDateSearch | 2023 |
| publishDateSort | 2023 |
| publisher | Springer |
| record_format | marc |
| series2 | SpringerBriefs in computer science |
| spelling | Matwin, Stan 1949- Verfasser (DE-588)124436412 aut Generative methods for social media analysis Stan Matwin, Aristides Milios, Paweł Prałat, Amilcar Soares, François Théberge Cham, Switzerland Springer [2023] © 2023 vii, 90 Seiten Illustrationen txt rdacontent n rdamedia nc rdacarrier SpringerBriefs in computer science Milios, Aristides Verfasser (DE-588)1307215580 aut Prałat, Paweł Verfasser (DE-588)1170809391 aut Soares, Amilcar Verfasser (DE-588)1307216145 aut Théberge, François Verfasser (DE-588)1307216765 aut Erscheint auch als Online-Ausgabe 978-3-031-33617-1 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=034586277&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Matwin, Stan 1949- Milios, Aristides Prałat, Paweł Soares, Amilcar Théberge, François Generative methods for social media analysis |
| title | Generative methods for social media analysis |
| title_auth | Generative methods for social media analysis |
| title_exact_search | Generative methods for social media analysis |
| title_exact_search_txtP | Generative methods for social media analysis |
| title_full | Generative methods for social media analysis Stan Matwin, Aristides Milios, Paweł Prałat, Amilcar Soares, François Théberge |
| title_fullStr | Generative methods for social media analysis Stan Matwin, Aristides Milios, Paweł Prałat, Amilcar Soares, François Théberge |
| title_full_unstemmed | Generative methods for social media analysis Stan Matwin, Aristides Milios, Paweł Prałat, Amilcar Soares, François Théberge |
| title_short | Generative methods for social media analysis |
| title_sort | generative methods for social media analysis |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=034586277&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT matwinstan generativemethodsforsocialmediaanalysis AT miliosaristides generativemethodsforsocialmediaanalysis AT prałatpaweł generativemethodsforsocialmediaanalysis AT soaresamilcar generativemethodsforsocialmediaanalysis AT thebergefrancois generativemethodsforsocialmediaanalysis |