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E-raamat: Social Multimedia Signals: A Signal Processing Approach to Social Network Phenomena

  • Formaat: PDF+DRM
  • Ilmumisaeg: 11-Aug-2014
  • Kirjastus: Springer International Publishing AG
  • Keel: eng
  • ISBN-13: 9783319091174
  • Formaat - PDF+DRM
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  • Formaat: PDF+DRM
  • Ilmumisaeg: 11-Aug-2014
  • Kirjastus: Springer International Publishing AG
  • Keel: eng
  • ISBN-13: 9783319091174

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This book provides a comprehensive coverage of the state-of-the-art in understanding media popularity and trends in online social networks through social multimedia signals. With insights from the study of popularity and sharing patterns of online media, trend spread in social media, social network analysis for multimedia and visualizing diffusion of media in online social networks. In particular, the book will address the following important issues: Understanding social network phenomena from a signal processing point of view; The existence and popularity of multimedia as shared and social media, how content or origin of sharing activity can affect its spread and popularity; The network-signal duality principle, i.e., how the signal tells us key properties of information diffusion in networks; The social signal penetration hypothesis, i.e., how the popularity of media in one domain can affect the popularity of media in another. The book will help researchers, developers and business (advertising/marketing) individuals to comprehend the potential in exploring social multimedia signals collected from social network data quantitatively from a signal processing perspective.
1 Web 2.x
1(8)
Suman Deb Roy
Wenjun Zeng
2 Media on the Web
9(10)
Suman Deb Roy
Wenjun Zeng
3 The World of Signals
19(12)
Suman Deb Roy
Wenjun Zeng
4 The Network and the Signal
31(12)
Suman Deb Roy
Wenjun Zeng
5 Detection: Needle in a Haystack
43(16)
Suman Deb Roy
Wenjun Zeng
6 Estimation: The Empirical Judgment
59(14)
Suman Deb Roy
Wenjun Zeng
7 Following Signal Trajectories
73(22)
Suman Deb Roy
Wenjun Zeng
8 Capturing Cross-Domain Ripples
95(20)
Suman Deb Roy
Wenjun Zeng
9 Socially Aware Media Applications
115(20)
Suman Deb Roy
Wenjun Zeng
10 Revelations from Social Multimedia Data
135(8)
Suman Deb Roy
Wenjun Zeng
11 Socio-Semantic Analysis
143(18)
Suman Deb Roy
Wenjun Zeng
12 Data Visualization: Gazing at Ripples
161(14)
Suman Deb Roy
Wenjun Zeng
Appendix 175
Dr. Suman Deb Roy is a Data Scientist with Betaworks, NY Dr. Wenjun (Kevin) Zeng is a Professor at the Computer Science Dept. with the Univ. of Missouri, Columbia, MO, USA.