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A Deployed People-to-People Recommender System in Online Dating

机译:在线约会中部署的人对人推荐系统

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摘要

Online dating is a prime application area for recommender systems, as users face an abundance of choice, must act on limited information, and are participating in a competitive matching market. This article reports on the successful deployment of a people-to-people recommender system on a large commercial online dating site. The deployment was the result of thorough evaluation and an online trial of a number of methods, including profile-based, collaborative filtering and hybrid algorithms. Results taken a few months after deployment show that the recommender system delivered its projected benefits.
机译:在线约会是推荐系统的主要应用领域,因为用户面临大量选择,必须根据有限的信息采取行动,并参与竞争性的匹配市场。本文报告了在大型商业在线约会网站上成功部署人对人推荐系统的情况。部署是经过全面评估和多种方法在线试用的结果,这些方法包括基于配置文件的协作过滤和混合算法。部署几个月后获得的结果表明,推荐系统实现了预期的收益。

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  • 来源
    《AI Magazine》 |2015年第3期|5-18|共14页
  • 作者单位

    Univ New S Wales, Sch Comp Sci & Engn, Sydney, NSW 2052, Australia;

    Univ New S Wales, Sch Comp Sci & Engn, Sydney, NSW 2052, Australia;

    Keimyung Univ, Sch Management Informat Syst, Taegu, South Korea;

    Univ New S Wales, Sch Comp Sci & Engn, Sydney, NSW 2052, Australia;

    Univ New S Wales, Sch Comp Sci & Engn, Sydney, NSW 2052, Australia;

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