HMM-based Trust Model


ElSalamouny, Ehab, Sassone, Vladimiro and Nielsen, Mogens (2009) HMM-based Trust Model. In, International Workshop on Formal Aspects in Security and Trust (FAST2009), Eindhoven, Netherlands, LNCS, Springer, 21-35. (Submitted).

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Description/Abstract

Probabilistic trust has been adopted as an approach to taking security sensitive decisions in modern global computing environments. Existing probabilistic trust frameworks either assume fixed behaviour for the principals or incorporate the notion of `decay' as an ad hoc approach to cope with their dynamic behaviour. Using Hidden Markov Models (HMMs) for both modelling and approximating the behaviours of principals, we introduce the HMM-based trust model as a new approach to evaluating trust in systems exhibiting dynamic behaviour. This model avoids the fixed behaviour assumption which is considered the major limitation of existing Beta trust model. We show the consistency of the HMM-based trust model and contrast it against the well known Beta trust model with the decay principle in terms of the estimation precision.

Item Type: Conference or Workshop Item (Paper)
Divisions: Faculty of Physical Sciences and Engineering > Electronics and Computer Science > Web & Internet Science
ePrint ID: 267669
Date Deposited: 12 Nov 2009 14:26
Last Modified: 27 Mar 2014 20:13
Further Information:Google Scholar
ISI Citation Count:3
URI: http://eprints.soton.ac.uk/id/eprint/267669

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