DocumentCode
3244220
Title
A Maximum Entropy Based Multi-dimensional Trust Model
Author
Guan, Xinjie ; Wan, Xili ; Luo, Junzhou
Author_Institution
Sch. of Comput. Sci. & Eng., Southeast Univ., Nanjing
fYear
2008
fDate
18-21 Oct. 2008
Firstpage
226
Lastpage
232
Abstract
To enhance security in distribute networks, it is necessary to evaluate trustworthiness of service and help selecting a proper supplier. Many probabilistic trust models have been developed, such as Beta distribution for single dimensional trust model, Dirichlet distribution for multi-dimensional trust model. But most of them are based on certain probability distribution, which are not always accurate in the practical application and will affect the precision of trust evaluation. In this paper a novel probabilistic model is proposed to compute trust value under the environment that agents exchange and combine trust information about multiple dimensional contracts. In our trust model, trust is evaluated with graded levels and trust value is computed from the multi-dimensional outcomes of the interaction among services by the joint entropy and fuzzy set principles. Finally an example is given to illustrate our multi-dimensional trust model and some related analysis has been done on its parameters. This model could effectively evaluate a supplier in multi-dimensional index with low uncertainty, provide an intuitionistic fuzzy result and could be easily satisfied different and complicated environment requirements.
Keywords
fuzzy set theory; maximum entropy methods; probability; security of data; Beta distribution; Dirichlet distribution; distribute network security; fuzzy set principles; joint entropy methods; maximum entropy; multidimensional trust model; multiple dimensional contracts; probabilistic trust models; Computational modeling; Computer networks; Computer science; Computer security; Contracts; Distributed computing; Entropy; Parallel processing; Probability distribution; Uncertainty; Computational Trust; Distributed Computing; Maximum Entropy; Multi-dimensional Trust;
fLanguage
English
Publisher
ieee
Conference_Titel
Network and Parallel Computing, 2008. NPC 2008. IFIP International Conference on
Conference_Location
Shanghai
Print_ISBN
978-0-7695-3354-4
Type
conf
DOI
10.1109/NPC.2008.54
Filename
4663328
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