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Proceedings of the tenth international conference on Information and knowledge management
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ICDCS '04 Proceedings of the 24th International Conference on Distributed Computing Systems (ICDCS'04)
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ICDCS '04 Proceedings of the 24th International Conference on Distributed Computing Systems (ICDCS'04)
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ICDCS '05 Proceedings of the 25th IEEE International Conference on Distributed Computing Systems
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Proceedings of the 2006 ACM symposium on Applied computing
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iTrust'03 Proceedings of the 1st international conference on Trust management
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SIAM Journal on Matrix Analysis and Applications
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iTrust'06 Proceedings of the 4th international conference on Trust Management
Credible recommendation exchange mechanism for P2P reputation systems
Proceedings of the 28th Annual ACM Symposium on Applied Computing
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In this paper we present the design, implementation, and evaluation of Jiminy: a framework for explicitly rewarding users who participate in reputation management systems by submitting ratings. To defend against participants who submit random or malicious ratings in order to accumulate rewards, Jiminy facilitates a probabilistic mechanism to detect dishonesty and halt rewards accordingly. Jiminy's reward model and honesty detection algorithm are presented and its cluster-based implementation is described. The proposed framework is evaluated using a large sample of real-world user ratings in order to demonstrate its effectiveness. Jiminy's performance and scalability are analysed through experimental evaluation. The system is shown to scale linearly with the on-demand addition of slave machines to the Jiminy cluster, allowing it to successfully process large problem spaces.