MARC details
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| 000 - LEADER |
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03203nam a22004095i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
978-3-031-33617-1 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
DE-He213 |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20240319120940.0 |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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cr nn 008mamaa |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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230705s2023 sz | s |||| 0|eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9783031336171 |
| -- |
978-3-031-33617-1 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
|---|
| Classification number |
001.422;005.7 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
|---|
| Personal name |
Matwin, Stan. |
| 9 (RLIN) |
33476 |
| 245 ## - TITLE STATEMENT |
|---|
| Title |
Generative Methods for Social Media Analysis |
| Statement of responsibility, etc. |
by Stan Matwin, Aristides Milios, Paweł Prałat, Amilcar Soares, François Théberge. |
| Medium |
[electronic resource] / |
| 250 ## - EDITION STATEMENT |
|---|
| Edition statement |
1st ed. 2023. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
|---|
| Place of publication, distribution, etc. |
Cham |
| Name of publisher, distributor, etc. |
Springer Nature Switzerland |
| Date of publication, distribution, etc. |
2023 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
VII, 90 p. 5 illus., 4 illus. in color. |
| Other physical details |
online resource. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
This book provides a broad overview of the state of the art of the research in generative methods for the analysis of social media data. It especially includes two important aspects that currently gain importance in mining and modelling social media: dynamics and networks. The book is divided into five chapters and provides an extensive bibliography consisting of more than 250 papers. After a quick introduction and survey of the book in the first chapter, chapter 2 is devoted to the discussion of data models and ontologies for social network analysis. Next, chapter 3 deals with text generation and generative text models and the dangers they pose to social media and society at large. Chapter 4 then focuses on topic modelling and sentiment analysis in the context of social networks. Finally, Chapter 5 presents graph theory tools and approaches to mine and model social networks. Throughout the book, open problems, highlighting potential future directions, are clearly identified. The book aims at researchers and graduate students in social media analysis, information retrieval, and machine learning applications. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Artificial intelligence. |
| 9 (RLIN) |
33477 |
|
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| Topical term or geographic name entry element |
Artificial Intelligence. |
| 9 (RLIN) |
33478 |
|
|---|
| Topical term or geographic name entry element |
Data Analysis and Big Data. |
| 9 (RLIN) |
33479 |
|
|---|
| Topical term or geographic name entry element |
Natural language processing (Computer science). |
| 9 (RLIN) |
33480 |
|
|---|
| Topical term or geographic name entry element |
Natural Language Processing (NLP). |
| 9 (RLIN) |
33481 |
|
|---|
| Topical term or geographic name entry element |
Quantitative research. |
| 9 (RLIN) |
33482 |
|
|---|
| Topical term or geographic name entry element |
Social media. |
| 9 (RLIN) |
33483 |
|
|---|
| Topical term or geographic name entry element |
Social Media. |
| 9 (RLIN) |
33484 |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
|---|
| Personal name |
Milios, Aristides. |
| 9 (RLIN) |
33485 |
|
|---|
| Personal name |
Prałat, Paweł. |
| 9 (RLIN) |
33486 |
|
|---|
| Personal name |
Soares, Amilcar. |
| 9 (RLIN) |
33487 |
|
|---|
| Personal name |
Théberge, François. |
| 9 (RLIN) |
33488 |
| 856 ## - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
<a href="https://doi.org/10.1007/978-3-031-33617-1">https://doi.org/10.1007/978-3-031-33617-1</a> |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Koha item type |
e-Book |
| Source of classification or shelving scheme |
Dewey Decimal Classification |
