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
Link To Document :
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