期刊文献+

Similarity Measurement of Web Sessions Based on Sequence Alignment

Similarity Measurement of Web Sessions Based on Sequence Alignment
下载PDF
导出
摘要 The task of clustering Web sessions is to group Web sessions based on similarity and consists of maximizing the intra-group similarity while minimizing the inter-group similarity. The first and foremost question needed to be considered in clustering Web sessions is how to measure the similarity between Web sessions. However, there are many shortcomings in traditional measurements. This paper introduces a new method for measuring similarities between Web pages that takes into account not only the URL but also the viewing time of the visited Web page. Then we give a new method to measure the similarity of Web sessions using sequence alignment and the similarity of Web page access in detail Experiments have proved that our method is valid and efficient. The task of clustering Web sessions is to group Web sessions based on similarity and consists of maximizing the intra-group similarity while minimizing the inter-group similarity. The first and foremost question needed to be considered in clustering Web sessions is how to measure the similarity between Web sessions. However, there are many shortcomings in traditional measurements. This paper introduces a new method for measuring similarities between Web pages that takes into account not only the URL but also the viewing time of the visited Web page. Then we give a new method to measure the similarity of Web sessions using sequence alignment and the similarity of Web page access in detail Experiments have proved that our method is valid and efficient.
出处 《Wuhan University Journal of Natural Sciences》 CAS 2007年第5期814-818,共5页 武汉大学学报(自然科学英文版)
基金 Supported by the Foundation of Hubei Key Technology Research and Development(2005AA101C18) the Natural Science Founda-tion of South-Central University for Nationalities(YZY06009)
关键词 Web usage mining CLUSTERING Web session sequence alignment Web usage mining clustering Web session sequence alignment
  • 相关文献

参考文献10

  • 1Wang W,,Zaane O R.Clustering Web Sessions by Sequence Alignment[].Proceedings of the th International Work- shop on Database and Expert Systems Applications.2002
  • 2Jaideep S,Robert C,Mukund D, et al.Web Usage Mining: Discovery and Applications of Usage Patterns from Web Data[].Sigkdd Explorations.2000
  • 3Mobasher B,Dai H,Nakagawa M, et al.Discovery and Evalua- tion of Aggregate Usage Profiles for Web Personalization[].Data Mining and Knowledge Discovery.2002
  • 4Shahabi C,Kashani F B.A Framework for Efficient and Anonymous Web Usage Mining Based on Client-Side Tracking[].WEBKDD-Mining Web Log Data across All Customer Touch Points Third International Workshop.2001
  • 5Zhang Feng,Chang Huyou.Research and Development in Web Usage Mining System—Key Issues and Proposed Solu- tions: a Survey[].Machine Learning and Cybernetics.2002
  • 6Shahabi C,Zarkesh A,Adibi J, et al.Knowledge Discovery from Users’ Web-Page Navigation[].Proceedings of the th International Workshop on Research Issues in Data Engi- neering (RIDE’) High Performance Database Manage- ment for Large-Scale Applications.1997
  • 7Fu Y,Sandhu K,Shih M Y.Clustering of Web Users Based on Access Patterns[].Proceedings of the ACM SIGKDD In- ternational Conference on Knowledge Discovery and Data Mining Workshop on Web Mining.1999
  • 8Mobasher B,Cooley R,Srivastara J.Automatic Personaliza- tion Based on Web Usage Mining[].Communications of the ACM.2000
  • 9Banerjee,Ghosh A.Clickstream Clustering Using Weighted Longest Common Subsequences[].Proc of the Workshop on Web Mining SIAM Conference on Data Mining.2001
  • 10Altschul S,Gish W,Miller W, et al.Basic Local Alignment Search Tool[].Journal of Molecular Biology.1990

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