Web Usage Mining Techniques for User Browsing Pattern Analysis
With the rapid growth of the World Wide Web, the use of automated Web-mining techniques to discover useful and relevant information has become increasingly important. One challenging direction is towards Web usage mining, wherein one attempts to discover user navigation patterns of Web usage from Web access logs. Web usage mining is the process of mining web access logs or other user information, user browsing and access patterns on one or more web localities. Web usage mining provides the support for the web site design, providing personalization server and other business making decision, etc. Web mining applies the data mining, the artificial intelligence and so on to the web data and traces users visiting characteristics and then extracts the users using pattern. This article presents an interface for the user to interact dynamically with the dataset and trace the working of the algorithms such as Apriori algorithm and generalized sequential pattern analysis based on timestamp values.
Jiawei Han and Micheline kamber, “Data Mining Concepts and techniques”, SecondEdition, Morgan Kaufmann publishers.
Arun K.Pujari,”Data Mining Techniques”, University press, Fourth impression, 2002.
R.Aggarwal and R.Srikanth,”Fast Algorithm for mining association rules”, Santiago, Chile, 1999.
R.Aggarwal, C.Aggarwal and V.V.V.Prasad. A Tree projection algorithm for generation of frequent itemsets.In Journal of parallel and distributed computing (Special Issue on high performance data mining), 2000.
Robert Cooley, Pang-Ning Tan, and Jaideep Srivastava. Discovery of interesting usage patterns from web data. Technical Report TR 99-022, University of Minnesota, 1999.
O.R. Zaine, M.Xin and J.Han, “Discovering web access patterns and trends by applying OLAP and data mining technology on web logs”, Advances in Digital Libraries Conf, 1998, Santa Barbara, CA, pp19-29
Wang Ji Chen, “Research on Web Usage Mining”, Journal of computer Research & Development, 2000, 37(5).
Chen En Hong, “web usage mining: Discovering User Behavior Patterns from web Data” , Computer Science, 2001,28(5).
Chen J & Cock T, Mining Contiguous sequential patterns from web logs. In proceedings of the 16th International conference on World wide Web, 2007.
Brusilovsky P, adaptive hypermedia. User modeling and User adapted Interaction 11, 87-110,2001.
Srikant R & Yang Y, Mining web logs to improve Website organization. In proceedings of the 10th International conference on World wide Web, 430-437,2001.
Srivasta J, Cooley R ,Deshpande M & Tan P,Web usage mining : Discovery and applicationsof usage patterns from web data. SIGKDD Explorations, 1(2), 1-12, 2000
- There are currently no refbacks.
This work is licensed under a Creative Commons Attribution 3.0 License.