Big data in complex and social networks

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Information & Library Science Library

Call Number
QA76.9.B45 B5582 2017
Status
Available

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Summary

This book presents recent developments on the theoretical, algorithmic, and application aspects of Big Data in Complex and Social Networks . The book consists of four parts, covering a wide range of topics.

The first part of the book focuses on data storage and data processing. It explores how the efficient storage of data can fundamentally support intensive data access and queries, which enables sophisticated analysis. It also looks at how data processing and visualization help to communicate information clearly and efficiently. The second part of the book is devoted to the extraction of essential information and the prediction of web content. The book shows how Big Data analysis can be used to understand the interests, location, and search history of users and provide more accurate predictions of User Behavior.

The latter two parts of the book cover the protection of privacy and security, and emergent applications of big data and social networks. It analyzes how to model rumor diffusion, identify misinformation from massive data, and design intervention strategies. Applications of big data and social networks in multilayer networks and multiparty systems are also covered in-depth.

Contents

  • Preface p. vii
  • Editors p. ix
  • Section 1 Social Networks and Complex Networks
  • Chapter 1 Hyperbolic Big Data Analytics within Complex and Social Networks p. 3 Eleni Stai and Vasileios Karyotis and Georgios Katsinis and Eirini Eleni Tsiropoulou and Symeon Papavassiliou
  • Chapter 2 Scalable Query and Analysis for Social Networks p. 37 Tak-Lon (Stephen) Wu and Bingjing Zhang and Clayton Davis and Emilio Ferrara and Alessandro Flammini and Filippo Menczer and Judy Qiu
  • Section II Big Data and Web Intelligence
  • Chapter 3 Predicting Content Popularity in Social Networks p. 65 Yan Yan and Ruibo Zhou and Xiaofeng Gao and Guihai Chen
  • Chapter 4 Mining User Behaviors in Large Social Networks p. 95 Meng Jiang and Peng Cui
  • Section III Security and Privacy Issues of Social Networks
  • Chapter 5 Mining Misinformation in Social Media p. 125 Liang Wu and Fred Morstatter and Xia Hu and Huan Liu
  • Chapter 6 Rumor Spreading and Detection in Online Social Networks p. 153 Wen Xu and Weili Wu
  • Section IV Applications
  • Chapter 7 A Survey on Multilayer Networks and the Applications p. 183 Huiyuan Zhang and Huiling Zhang and My T. Thai
  • Chapter 8 Exploring Legislative Networks in a Multiparty System p. 213 Jose Manuel Magallanes
  • Index p. 233

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