Generative methods for social media analysis:
Gespeichert in:
| Hauptverfasser: | , , , , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Cham, Switzerland
Springer
[2023]
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| Schriftenreihe: | SpringerBriefs in computer science
|
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | vii, 90 Seiten Illustrationen |
| ISBN: | 9783031336164 |
Internformat
MARC
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Datensatz im Suchindex
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| 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 |
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| author | Matwin, Stan 1949- Milios, Aristides Prałat, Paweł Soares, Amilcar Théberge, François |
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| illustrated | Illustrated |
| index_date | 2024-07-03T22:44:07Z |
| indexdate | 2025-02-08T17:00:20Z |
| institution | BVB |
| isbn | 9783031336164 |
| language | English |
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| physical | vii, 90 Seiten Illustrationen |
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| 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 |
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