基于博弈论的服务评级方法

Xinfeng Ye, J. Zheng, B. Khoussainov
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引用次数: 1

摘要

大多数针对服务计算提出的推荐系统都没有解决针对服务评级系统的攻击。本文提出了一种能够对抗恶意操作的服务评级系统。系统根据客户的相似用户和值得信赖的经验用户给出的评分来预测客户对服务的评分。该方案采用协同过滤技术和基于博弈论的方法来选择用户进行评级预测。与现有方案相比,该方案能够更有效地对抗恶意操作。
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A Game Theory-Based Approach to Service Rating
Most recommender systems proposed for service computing do not address the attacks on service rating systems. This paper proposed a service rating system that is capable of countering malicious manipulations. The system predicts how customers rate services based on the ratings given by the similar users of the customers and the trustworthy experienced users. The proposed scheme uses the collaborative filtering technique and a game theory-based approach in choosing users for rating prediction. Compared with existing schemes, the proposed scheme is more effective in countering malicious manipulations.
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