期刊文献+

基于上下文信息的协同过滤推荐 被引量:1

Collaborative Filtering Recommendation Based on context information
下载PDF
导出
摘要 由于大规模动态数据集在推荐时难以兼顾推荐准确度的问题,该文在充分考虑用户所处上下文情景因素,提出一种基于上下文的协同过滤推荐技术,以提高用户偏好的预测准确度。实验表明,该技术能有效提高推荐质量和效率。 Due to large scale dynamic data set between recommendation accuracy problem when recommended, in this paper, give full consideration to the user in a context situational factors, proposes a collaborative filtering recommendation technology based on the context, in order to improve the prediction accuracy of user preference. Experiments show that the technology can effectively improve the recommendation quality and efficiency.
出处 《电脑知识与技术》 2015年第9X期174-175,共2页 Computer Knowledge and Technology
基金 贵州省科技技术基金项目 项目编号:黔科合LH字[2014]7439号
关键词 协同过滤 推荐准确度 时间上下文 Collaborative Filtering(CF) recommendation accuracy time context
  • 相关文献

参考文献6

二级参考文献67

  • 1Xu HL,Wu X,Li XD,Yan BP.Comparison study of Internet recommendation system.Journal of Software,2009,20(2):350-362 (in Chinese with English abstract).http://www.jos.org.cn/1000-9825/3388.htm[doi:10.3724/SP.J.1001.2009.03388]. 被引量:1
  • 2Marlin B.Collaborative Filtering:A machine learning perspective[MS.Thesis].Toronto:University of Toronto,2004. 被引量:1
  • 3Hofmann T.Latent semantic models for collaborative filtering.ACM Trans.on Information System,2004,22(1):89-115.[doi:10.1145/963770.963774]. 被引量:1
  • 4Blei DM,Ng AY,Jordan MI.Latent Dirichlet allocation.Journal of Machine Learning Research,2003,3(3):993-1022.[doi:10.1162/ jmlr.2003.3.4-5.993]. 被引量:1
  • 5Netflix update:Try this at home.2006.http://sifter.org/~simon/journal/20061211.html. 被引量:1
  • 6Zhang S,Wang WH,Ford J,Makedon F.Learning from incomplete ratings using non-negative matrix factorization.In:Ghosh J,ed.Proc.of the 6th SIAM Conf.on Data Mining.Bethesda:SIAM,2006.549-553. 被引量:1
  • 7Cheng YZ,Church GM.Biclustering of expression data.In:Bourne PE,ed.Proc.of the 8th Int'l Conf.on Intelligent Systems for Molecular Biology.La Jolla:AAAI Press,2000.93-103.[doi:10.1016/j.ipm.2008.12.004]. 被引量:1
  • 8Cheng G,Wang F,Zhang CS.Collaborative filtering using orthogonal nonnegative matrix tri-factorization.Information Processing & Management,2009,45(3):368-379. 被引量:1
  • 9Shan HH,Banerjee A.Bayesian co-clustering.In:Altman R,ed.Proc.of the ICDM 2008.Washington:IEEE Computer Society Press,2008.530-539. 被引量:1
  • 10Dhillon SI.Co-Clustering documents and words using bipartite spectral graph partitioning.In:Lee D,ed.Proc.of the 7th ACM SIGKDD.New York:ACM Press,2001.269-274. 被引量:1

共引文献597

同被引文献8

引证文献1

二级引证文献1

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