基于链接分析和协同过滤的多媒体项目推荐

Davin Wong, Ella Bingham, S. Hyvönen
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引用次数: 1

摘要

我们研究了两种适合在线多媒体共享服务的推荐方法。我们的第一种方法,UserRank,根据全局兴趣度推荐项目,而不考虑用户偏好,并基于所有权和评估链接结构的分析。我们还提出了一种个性化的兴趣度算法,该算法将UserRank与协同过滤相结合,使单个参数能够控制推荐中的个性化程度。我们非正式用户研究的初步结果令人鼓舞。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Recommendation of Multimedia Items by Link Analysis and Collaborative Filtering
We investigate two recommendation approaches suitable for online multimedia sharing services. Our first approach, UserRank, recommends items by global interestingness irrespective of user preferences and is based on the analysis of ownership and evaluation link structure. We also present a personalized interestingness algorithm that combines UserRank with collaborative filtering which enables a single parameter to control the degree of personalization in the recommendations. Our initial results from an informal user study are encouraging.
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