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Article
Comparative Trust Management with Applications: Bayesian Approaches Emphasis
Future Generation Computer Systems
  • Krishnaprasad Thirunarayan, Wright State University - Main Campus
  • Pramod Anantharam, Wright State University - Main Campus
  • Cory Andrew Henson, Wright State University - Main Campus
  • Amit P. Sheth, Wright State University - Main Campus
Document Type
Article
Publication Date
2-1-2014
Abstract
Trust relationships occur naturally in many diverse contexts such as collaborative systems, e-commerce, interpersonal interactions, social networks, and semantic sensor web. As agents providing content and services become increasingly removed from the agents that consume them, the issue of robust trust inference and update becomes critical. There is a need to find online substitutes for traditional (direct or face-to-face) cues to derive measures of trust, and create efficient and robust systems for managing trust in order to support decision-making. Unfortunately, there is neither a universal notion of trust that is applicable to all domains nor a clear explication of its semantics or computation in many situations. We motivate the trust problem, explain the relevant concepts, summarize research in modeling trust and gleaning trustworthiness, and discuss challenges confronting us. The goal is to provide a comprehensive broad overview of the trust landscape, with the nitty-gritties of a handful of approaches. We also provide details of the theoretical underpinnings and comparative analysis of Bayesian approaches to binary and multi-level trust, to automatically determine trustworthiness in a variety of reputation systems including those used in sensor networks, e-commerce, and collaborative environments. Ultimately, we need to develop expressive trust networks that can be assigned objective semantics.
Comments

NOTICE: this is the author’s version of a work that was accepted for publication in Future Generation Computer Systems. Changes resulting from the publishing process, such as peer review, editing, corrections, structural formatting, and other quality control mechanisms may not be reflected in this document. Changes may have been made to this work since it was submitted for publication. A definitive version was subsequently published in Future Generation Computer Systems, 31, February 2014. DOI: 10.1016/j.future.2013.05.006.

DOI
10.1016/j.future.2013.05.006
Citation Information
Krishnaprasad Thirunarayan, Pramod Anantharam, Cory Andrew Henson and Amit P. Sheth. "Comparative Trust Management with Applications: Bayesian Approaches Emphasis" Future Generation Computer Systems Vol. 31 (2014) p. 182 - 199 ISSN: 0167739X
Available at: http://works.bepress.com/tk_prasad/44/