Authoritative sources in a hyperlinked environment
Journal of the ACM (JACM)
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Computer
Web Intelligence
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IEEE Transactions on Knowledge and Data Engineering
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IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
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A novel web surfer model, where the transition probabilities are fuzzy quantities, is proposed in this article. Based on the theory of Fuzzy Markov Chains, we introduce FuzzRank, which is the counterpart of PageRank. Apart from discussing the theoretical aspects of fuzzy surfer models and FuzzRank, we have also compared its ranking, convergence and robustness properties with PageRank. Extensive experimental results and a detailed example depict the advantages of FuzzRank over PageRank.