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Trusting advice from other buyers in e-marketplaces: the problem of unfair ratings
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Proceedings of The 8th International Conference on Autonomous Agents and Multiagent Systems - Volume 2
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AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
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UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
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In this article, we present a framework of use in electronic marketplaces that allows buying agents to model the trustworthiness of selling agents in an effective way, making use of seller ratings provided by other buying agents known as advisors. The trustworthiness of the advisors is also modeled, using an approach that combines both personal and public knowledge and allows the relative weighting to be adjusted over time. Through a series of experiments that simulate e-marketplaces, including ones where sellers may vary their behavior over time, we are able to demonstrate that our proposed framework delivers effective seller recommendations to buyers, resulting in important buyer profit. We also propose limiting seller bids as a method for promoting seller honesty, thus facilitating successful selection of sellers by buyers, and demonstrate the value of this approach through experimental results. Overall, this research is focused on the technological aspects of electronic commerce and specifically on technology that would be used to manage trust.