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Please use this identifier to cite or link to this item: http://hdl.handle.net/2262/32566

Title: Bayesian network based trust management
Other Titles: Lecture Notes in Computer Science
Autonomic and Trusted Computing
Author: CAHILL, VINNY
Author's Homepage: http://people.tcd.ie/vjcahill
Keywords: Computer Science
Issue Date: 2006
Publisher: Springer Berlin / Heidelberg
Citation: Wang, Y, Cahill, V, Gray, E, Harris, C, Liao, L., Bayesian network based trust management, Lecture Notes in Computer Science , Autonomic and Trusted Computing, Wuhan and Three Gorges, China, September, 4158, Springer Berlin / Heidelberg, 2006, 246-257
Series/Report no.: 4158
Abstract: Trust is an essential component for secure collaboration in uncertain environments. Trust management can be used to reason about future interactions between entities. In reputation-based trust management, an entity’s reputation is usually built on ratings from those who have had direct interactions with the entity. In this paper, we propose a Bayesian network based trust management model. In order to infer trust in di erent aspects of an entity’s behavior, we use multidimensional application specific trust values and each dimension is evaluated using a single Bayesian network. This makes it easy both to extend the model to involve more dimensions of trust and to combine Bayesian networks to form an opinion about the overall trustworthiness of an entity. Each entity can evaluate his peers according to his own criteria. The dynamic characteristics of criteria and of peer behavior can be captured by updating Bayesian networks. Risk is explicitly combined with trust to help users making decisions. In this paper, we show that our system can make accurate trust inferences and is robust against unfair raters.
Description: PUBLISHED
Wuhan and Three Gorges, China
Track 2: Trust Models and Trustworthy Systems/Services
URI: http://dx.doi.org/10.1007/11839569_24
http://hdl.handle.net/2262/32566
Related links: https://www.cs.tcd.ie/publications/tech-reports/reports.07/TCD-CS-2007-50.pdf
Appears in Collections:Computer Science (Scholarly Publications)

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