Title :
Web usage mining on the sequences of clicking patterns in a grid computing environment
Author :
Wu, Chih-Hung ; Wu, Yen-Liang ; Chang, Yuan-Ming ; Hung, Ming-Hung
Author_Institution :
Dept. of Electr. Eng., Nat. Univ. of Kaohsiung, Kaohsiung, Taiwan
Abstract :
Analyzing user´s browsing sequences is an important task of web usage mining. It can help the web administrators or designers improve the web structure or tune the performance of the web servers. Mining on the sequences of such clicking patterns (MSCP) can be considered as a data mining task. MSCP is usually a costly task due to its considerable amount of time for computation and storage for archiving a huge amount of data. Running MSCP becomes inefficient or even not workable on a computer with limited resources. This paper explores the deployment of MSCP in a distributed grid computing environment and demonstrates its effectiveness by empirical cases. The use of a grid-environment and associated experimental results are presented and discussed.
Keywords :
Internet; data mining; grid computing; online front-ends; Web administrator; Web designer; Web server; Web structure; Web usage mining; browsing sequence; clicking pattern sequence; data mining; distributed grid computing environment; Companies; High definition video; Random access memory; Web usage mining; browsing sequences; click streams; grid computing; sequential patterns;
Conference_Titel :
Machine Learning and Cybernetics (ICMLC), 2010 International Conference on
Conference_Location :
Qingdao
Print_ISBN :
978-1-4244-6526-2
DOI :
10.1109/ICMLC.2010.5580751