The week's pick
Reseach Article
Page Ranking Algorithms for Web Mining
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 13 - Number 5 |
| Year of Publication: 2011 |
| Authors: Rekha Jain, Dr. G. N. Purohit |
10.5120/1775-2448
|
Rekha Jain, Dr. G. N. Purohit . Page Ranking Algorithms for Web Mining. International Journal of Computer Applications. 13, 5 ( January 2011), 22-25. DOI=10.5120/1775-2448
Abstract
As the web is growing rapidly, the users get easily lost in the web’s rich hyper structure. The primary goal of the web site owner is to provide the relevant information to the users to fulfill their needs. Web mining technique is used to categorize users and pages by analyzing users behavior, the content of pages and order of URLs accessed. Web Structure Mining plays an important role in this approach. In this paper we discuss and compare the commonly used algorithms i.e. PageRank, Weighted PageRank and HITS.
References
- J. Hou and Y. Zhang, Effectively Finding Relevant Web Pages from Linkage Information, IEEE Transactions on Knowledge and Data Engineering, Vol. 15, No. 4, 2003.
- P Ravi Kumar, and Singh Ashutosh kumar, Web Structure Mining Exploring Hyperlinks and Algorithms for Information Retrieval, American Journal of applied sciences, 7 (6) 840-845 2010.
- http://googleblog.blogspot.com/2008/07.
- M.G. da Gomes Jr. and Z. Gong, Web Structure Mining: An Introduction, Proceedings of the IEEE International Conference on Information Acquisition, 2005.
- R. Kosala, and H. Blockeel, Web Mining Research: A Survey, SIGKDD Explorations, Newsletter of the ACM Special Interest Group on Knowledge Discovery and Data Mining Vol. 2, No. 1 pp 1-15, 2000.
- S. Brin, and L. Page, The Anatomy of a Large Scale Hypertextual Web Search Engine,, Computer Network and ISDN Systems, Vol. 30, Issue 1-7, pp. 107-117, 1998.
- Wenpu Xing and Ali Ghorbani, Weighted PageRank Algorithm, Proceedings of the Second Annual Conference on Communication Networks and Services Research (CNSR ’04), IEEE, 2004.
- J. Kleinberg, Authoritative Sources in a Hyper-Linked Environment, Journal of the ACM 46(5), pp. 604-632, 1999.
- C. Ding, X. He, P. Husbands, H. Zha, and H. Simon, Link analysis: Hubs and authorities on the world. Technical report: 47847, 2001.
- J. M. Klienberg, Authoritative sources in a hyperlinked environment. Journal of the ACM, 46(5):604-632, September 1999.
- S. Chakrabarti, B.Dom, D.Gibson, J. Kleinberg, R. Kumar, P. Raghavan,S. Rajagopalan, and A. Tomkins, Mining the Link Structure of the World Wide Web, IEEE Computer, Vol. 32, pp. 60-67, 1999.
- N. Duhan, A.K. Sharma and K.K. Bhatia, Page Ranking Algorithms: A Survey, Proceedings of the IEEE International Conference on Advance Computing, 2009.
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