HYRIWYG激励机制在推荐系统中的应用

A. C. Garcia, L. Ciuffo
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引用次数: 3

摘要

在一些电子商务网站中,推荐系统(RS)的使用已经变得很普遍。协同过滤是最流行的RS技术之一。它根据用户与其他用户的相似性来推断用户的偏好。然而,为了正确地工作,RS依赖于评估者的真实意见的参与。HYRIWYG机制提出了一种激励模型,以激励用户贡献大量意见,更重要的是保证信息的真实性。在本文中,我们提出了HYRIWYG机制,并使用电影评价领域的实证研究来讨论它。初步结果突出了使用这种激励机制的巨大潜在效益。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Applying the HYRIWYG incentive mechanism in a recommender system
The use of recommender systems (RS) has become common in several e-commerce Web sites. Collaborative filtering is one of the most popular RS techniques. It infers a user's predilections based on similarity with other users. However, to work correctly, the RS depends on the evaluator's participation with truly opinions. The HYRIWYG mechanism proposes an incentive model to motivate users to contribute with a high number of opinions and, more important, guaranteeing the truthfulness of the information. In this paper, we present HYRIWYG mechanism and discuss it using an empirical study in the movie evaluation domain. Initial results highlight the great potential benefits of using this kind of incentive mechanism.
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