Research Catalog

Social big data mining

Title
Social big data mining / Hiroshi Ishikawa.
Author
Ishikawa, Hiroshi, 1956-
Publication
Boca Raton, FL : CRC Press, [2015]

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StatusFormatAccessCall NumberItem Location
TextRequest in advance QA76.9.B45 I84 2015Off-site

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Details

Description
vi, 260 pages : illustrations; 25 cm
Summary
This book focuses on the basic concepts and the related technologies of data mining for social medial. Topics include: big data and social data, data mining for making a hypothesis, multivariate analysis for verifying the hypothesis, web mining and media mining, natural language processing, social big data applications, and scalability. It explains analytical techniques such as modeling, data mining, and multivariate analysis for social big data.
Subject
  • Big data
  • Data mining
  • User-generated content
  • Social media
Bibliography (note)
  • Includes bibliographical references and index.
Contents
1. Social media -- 2. Big data and social data -- 3. Hyptheses in the era of big data -- 4. Social big data applications -- 5. Basic concepts in data mining -- 6. Association rule mining -- 7. Clustering -- 8. Classification -- 9. Prediction -- 10. Web structure mining -- 11. Web content mining -- 12. Web access log mining, information extraction, and deep web mining -- 13. Media mining -- 14. Scalability and outlier detection.
ISBN
  • 9781498710930 (hbk.)
  • 149871093X (hbk.)
  • 1498710948 (electronic bk.)
  • 9781498710947 (electronic bk.)
LCCN
2015297159
OCLC
  • ocn886492870
  • 886492870
  • SCSB-13566465
Owning Institutions
Columbia University Libraries