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Trust Management for the Semantic Web

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Large Scale Distributed ... ebay. Levels of trust. Site (or user): CNN vs. NPR vs. Fox ... Local neighbors help in determining trust of distant neighbors ... – PowerPoint PPT presentation

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Title: Trust Management for the Semantic Web


1
Trust Management for the Semantic Web
  • Paper Review by
  • Boanerges Aleman-Meza
  • CSCI 8350 Enterprise Integration
  • Semantic Web Course
  • Large Scale Distributed Information Systems
    (LSDIS) Lab

2
Essentials
  • How can information be trusted?
  • anyone can publish anything
  • many users, many statements
  • How to assign credibility to statements and/or
    users in an automatical and scalable manner

3
Trust
  • Examples of trust
  • epinions
  • ebay
  • Levels of trust
  • Site (or user) CNN vs. NPR vs. Fox
  • Statement Howard quit PresidentialRace

4
Web of Trust
i
5
Assumptions
  • Each user specifies a small set of users she or
    he trusts
  • Local neighbors help in determining trust of
    distant neighbors

6
Web of Trust
0.8
B
0.6
Statement i
A
C
1.0
0.48
  • belief value 0 . . 1
  • An statement is
  • accurate
  • credible
  • relevant
  • User trust value 0 . . 1
  • An user is
  • trustworthy
  • credible
  • shares common interest

7
Web of Trust
0.8
B
0.6
Statement i
A
C
1.0
0.48
  • Scalability Goal
  • compute trust of A based on local information

8
Critique
  • Is a user trustworthy in everything he/she says?
  • Dimensions of trust, dimensions of belief
  • Aggregation maximum? Really?

9
Reference
  • 1 Matthew Richardson, Rakesh Agrawal, and
    Pedro Domingos (2003). "Trust Management for the
    Semantic Web," Proceedings of the Second
    International Semantic Web Conference, Sanibel
    Island, FL, 2003
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