Cover Image

Provenance data in social media /

Bibliographic Details
Other Authors: Barbier, Geoffrey
Format: eBook
Language:English
Published: San Rafael, Calif. (1537 Fourth Street, San Rafael, CA 94901 USA) : Morgan & Claypool, [2013]
Series:Synthesis lectures on data mining and knowledge discovery ; #7.
Subjects:
Data integrity.
Disclosure of information.
Social media.
data mining
microblogging
provenance
social computing
social media
social networking
Online Access:Connect to the full text of this electronic book
Table of Contents:
  • 1. Information provenance in social media
  • 1.1 Social media
  • 1.2 Social media data
  • 1.3 Information provenance
  • 1.4 The information provenance problem
  • 1.5 Challenges
  • 1.6 In search of provenance data
  • 1.6.1 Analyzing provenance attributes
  • 1.6.2 Seeking provenance via network information
  • 1.6.3 Searching for provenance data
  • 1.7 Summary
  • 2. Provenance attributes
  • 2.1 Defining provenance attributes
  • 2.2 Measuring provenance attributes
  • 2.3 Analyzing provenance attributes
  • 2.4 Summary
  • 3. Provenance via network information
  • 3.1 Information propagation models
  • 3.1.1 Susceptible-infected (SI) model
  • 3.1.2 Independent-cascade (IC) model
  • 3.2 Seeking provenance of information
  • 3.2.1 Directly seeking sources when all recipients are known
  • 3.2.2 Finding provenance paths when a few recipients are known
  • 3.3 Key issues in information provenance
  • 3.4 Summary
  • 4. Provenance data
  • 4.1 An iterative framework
  • 4.2 Propagation history
  • 4.2.1 Feature extraction
  • 4.2.2 Ranking measures
  • 4.2.3 Follower-ranking prediction methods
  • 4.3 A case study of disinformation in Assam Exodus
  • 4.4 Summary
  • A. Notations
  • B. Online provenance data tool
  • Bibliography
  • Authors' biography.