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Cover: 9781107018853 | Social Media Mining | Reza Zafarani | Buch | Englisch | 2018
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Social Media Mining
Buch von Reza Zafarani
Sprache: Englisch

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Beschreibung
The growth of social media over the last decade has revolutionized the way individuals interact and industries conduct business. Individuals produce data at an unprecedented rate by interacting, sharing, and consuming content through social media. Understanding and processing this new type of data to glean actionable patterns presents challenges and opportunities for interdisciplinary research, novel algorithms and tool development. Social Media Mining integrates social media, social network analysis, and data mining to provide a coherent platform to understand the basics and potentials of social media mining. It introduces the unique problems arising from social media data and presents fundamental concepts, emerging issues, and effective algorithms for network analysis and data mining. Suitable for use in advanced undergraduate and beginning graduate courses as well as professional short courses, the text contains exercises of different degrees of difficulty that improve understanding and help apply concepts, principles and methods for social media mining.
The growth of social media over the last decade has revolutionized the way individuals interact and industries conduct business. Individuals produce data at an unprecedented rate by interacting, sharing, and consuming content through social media. Understanding and processing this new type of data to glean actionable patterns presents challenges and opportunities for interdisciplinary research, novel algorithms and tool development. Social Media Mining integrates social media, social network analysis, and data mining to provide a coherent platform to understand the basics and potentials of social media mining. It introduces the unique problems arising from social media data and presents fundamental concepts, emerging issues, and effective algorithms for network analysis and data mining. Suitable for use in advanced undergraduate and beginning graduate courses as well as professional short courses, the text contains exercises of different degrees of difficulty that improve understanding and help apply concepts, principles and methods for social media mining.
Über den Autor
Reza Zafarani is a Research Associate of Computer Science and Engineering at Arizona State University. He performs research in user behavioral modeling and was among the first to research on user identification and behavioral analysis across sites.
Inhaltsverzeichnis
1. Introduction to social media mining; 2. Graph essentials; 3. Network measures; 4. Network models; 5. Data mining essentials; 6. Community analysis; 7. Information diffusion; 8. Influence and homophily; 9. Recommendation in social media; 10. Behavior analytics.
Details
Erscheinungsjahr: 2018
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
ISBN-13: 9781107018853
ISBN-10: 1107018854
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Zafarani, Reza
Hersteller: Cambridge University Press
Maße: 240 x 161 x 23 mm
Von/Mit: Reza Zafarani
Erscheinungsdatum: 14.12.2018
Gewicht: 0,674 kg
Artikel-ID: 105353351
Über den Autor
Reza Zafarani is a Research Associate of Computer Science and Engineering at Arizona State University. He performs research in user behavioral modeling and was among the first to research on user identification and behavioral analysis across sites.
Inhaltsverzeichnis
1. Introduction to social media mining; 2. Graph essentials; 3. Network measures; 4. Network models; 5. Data mining essentials; 6. Community analysis; 7. Information diffusion; 8. Influence and homophily; 9. Recommendation in social media; 10. Behavior analytics.
Details
Erscheinungsjahr: 2018
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
ISBN-13: 9781107018853
ISBN-10: 1107018854
Sprache: Englisch
Ausstattung / Beilage: HC gerader Rücken kaschiert
Einband: Gebunden
Autor: Zafarani, Reza
Hersteller: Cambridge University Press
Maße: 240 x 161 x 23 mm
Von/Mit: Reza Zafarani
Erscheinungsdatum: 14.12.2018
Gewicht: 0,674 kg
Artikel-ID: 105353351
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