期刊文献+
任意字段
题名或关键词
题名
关键词
文摘
作者
第一作者
机构
刊名
分类号
参考文献
作者简介
基金资助
栏目信息

一种基于协同过滤的Web挖掘推荐方法

A Web mining recommendation method based on collaborative filtering technology
下载PDF
导出
摘要 针对当前Web挖掘环境下个性化服务的性能不够高效的问题,运用协同过滤技术的理论与方法,研究了一种基于协同过滤的推荐阀值方法,并且提出了一种在线推荐模型。实验表明,在提高Web个性化服务方面,该模型具有更高的效率。 Collaborative filtering （CF） is a popular technology for building personalized service system. To improve personalized service performance under web-mining environment, a method of recommending threshold based on collaborative filtering is presented and a new online personalized recommendation model is proposed. Experimental results show this recommendation model is more effeetive in improving web personalized service.
作者 陈希 陈昕
机构地区 北京信息科技大学计算机学院 网络文化与数字传播北京市重点实验室
出处 《北京信息科技大学学报（自然科学版）》 2013年第6期42-45,共4页 Journal of Beijing Information Science and Technology University
基金 国家自然科学基金面上资助项目(61370065)
关键词 协同过滤 WEB挖掘 个性化服务 collaborative filtering web mining personalized service
分类号 TP393 [自动化与计算机技术—计算机应用技术]
  • 相关文献

参考文献10

  • 1Tao X,Zhou X,Lau C H,et al.Personalized information gathering and recommender systems:techniques and trends[J].ICST Transactions on Scalable Information Systems,2013,13(1-3):e4.
  • 2Heitmann B,Dabrowski M,Passant A,et al.Personalisation of social Web services in the enterprise using spreading activation for multisource,cross-domain recommendations[C]∥AAAI Spring Symposium on Intelligent Web Services Meet Social Computing.2012.
  • 3Bellandi V,Ceravolo P,Frati F,et al.Design principles for competence-based recommender systems[C]∥Digital Ecosystems Technologies(DEST),2012 6th IEEE International Conference on.IEEE,2012:1-6.
  • 4Wei S,Ye N,Zhang S,et al.Collaborative filtering recommendation algorithm based on item clustering and global similarity[C]∥Business Intelligence and Financial Engineering(BIFE),2012 Fifth International Conference on.IEEE,2012:69-72.
  • 5Liu F,Lee H J.Use of social network information to enhance collaborative filtering performance[J].Expert Systems With Applications,2010,37(7):4772-4778.
  • 6王小妮,高学东,倪晓明,等.基于云计算的分布式数据挖掘平台架构[J].北京信息科技大学学报,2011,26(5):19-24.
  • 7Tao X,Li Y,Zhong N.A personalized ontology model for web information gathering[J].Knowledge and Data Engineering,IEEE Transactions on,2011,23(4):496-511.
  • 8Wang T,Ren Y.Research on personalized recommendation based on web usage mining using collaborative filtering technique[J].WSEAS Transactions on Information Science and Applications,2009,6(1):62-72.
  • 9Cho Y H,Kim J K.Application of Web usage mining and product taxonomy to collaborative recommendations in e-commerce[J].Expert Systems With Applications,2004,26(2):233-246.
  • 10Kim K J,Ahn H.Hybrid recommender systems using social network analysis[C]∥Proceedings of World Academy of Science,Engineering and Technology.World Academy of Science,Engineering and Technology,2012(64):1146-1149.

共引文献1

北京信息科技大学学报（自然科学版）
2013年 第6期

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部