推荐系统研究进展及展望
首发时间:2007-12-19
摘要:在网络和电子商务环境下,推荐系统得到了广泛的应用。本文研究推荐系统的理论、方法、技术、评价和应用问题,在分析目前国内外推荐系统的理论研究和应用现状的基础上,从用户信息收集和用户建模、个性化推荐算法、推荐系统的评价、推荐系统的应用和社会影响研究四个方面展开了详细和系统的评述,探讨了其中关键技术,建立了推荐系统在银行业、知识管理、客户关系管理中的应用框架,最后指出推荐系统未来研究热点和发展方向。
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Review and Perspective of the Recommender Systems
Abstract:Recommender systems are among the most typical outcomes of the Internet, Web, and e-commerce revolution. This paper reviews recent research on the theories, methods, techniques, and applications of personalized recommender systems. Some critical techniques related are discussed including data collection and modeling, recommendation algorithms, recommender systems evaluation, applications, and social consequences. Furthermore, the framework is established for the recommender systems\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\
Keywords: recommender system, collaborative filtering, E-commerce, on-line auction
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No.1716517856911980****
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