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基于协同过滤的WhuRecomm推荐系统的设计与实现 被引量:1

Design and implementation of WhuRecomm recommending system based on collaborative filtering
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摘要 首先简要地介绍了WhuRecomm系统开发所基于的协同理论和系统运行的平台,然后重点论述了系统算法的实现流程,该流程主要包括:连接数据库,获得相关记录;根据记录生成矩阵;矩阵规范化(去除稀疏性);进行奇异值分解;计算用户相似度;生成目标用户的邻居集;寻找邻居评价过的记录;形成推荐列表.最后简述了系统使用流程并提出了该系统尚需进一步完善的地方. The collaborative filtering theory on which the WhuRecomm based and the system's operating platform are briefly described; and then the authors focus on the implementation process of the system's algorithm including:linking database to obtain the relevant records; generating matrix according to records; standardizing matrix; decomposing singular value; calculating similarity of users; generating target users' neighbor set; finding the records neighbors have estimated; forming recommended list. Finally the using processes and the further improvement of the system are simply discussed.
出处 《武汉大学学报(工学版)》 CAS CSCD 北大核心 2006年第6期39-42,共4页 Engineering Journal of Wuhan University
基金 国家社科基金资助项目(05BTQ022)
关键词 WhuRecomm 协同过滤 推荐系统 WhuRecomm collaborative filtering recommending system
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  • 1黎星星,黄小琴,朱庆生.电子商务推荐系统研究[J].计算机工程与科学,2004,26(5):7-10. 被引量:46
  • 2邓爱林,左子叶,朱扬勇.基于项目聚类的协同过滤推荐算法[J].小型微型计算机系统,2004,25(9):1665-1670. 被引量:147
  • 3余力,刘鲁.电子商务个性化推荐研究[J].计算机集成制造系统,2004,10(10):1306-1313. 被引量:104
  • 4陈晋川,张晓刚,王青,李明树.基于CoP建模的协作过滤推荐方法[J].计算机工程与设计,2004,25(12):2151-2153. 被引量:3
  • 5Filtering Prototype (SERF) for OSU Libraries. [2005-06-18].http://dl. naese. org/osu.
  • 6Jon Herlocker. Collaborative Filtering: Possibilities for Digital libraries. [2005-06-18]. http://www. cni. org/tfms/2003b. fall/presentations/PPT-herlocker. ppt.
  • 7Connotea.[2005-06-18]. http ://www. connotea. org/.
  • 8Greg Linden. Amazon. com Recommendations, IEEE Internet computing,2003(2-3):76-80.
  • 9John S. Breese, David Heckerman, Car Kadie. Empirical analysis of predictive algorithms for collaborative filtering. In: Proceedings of the 14th Conf. on UAI-98,pp. 43 -52, San Francisco, July 24 -26 1998.
  • 10K. Yu, Z. Wen, X. Xu and M. Ester. Feature Weighting and Instance Selection for Collaborative Filtering.2nd International Workshop on Management of Information on the Web, in conjunction with the 12th International Conference on DEXA' 2001, Munich,Gerneny, 2001.

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