The week's pick
Random Articles
Reseach Article
Upgradation of PageRank Algorithm based upon Time Spent on Web Page and its Link Structure
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 109 - Number 11 |
| Year of Publication: 2015 |
| Authors: Amit Kelotra |
10.5120/19230-0952
|
Amit Kelotra . Upgradation of PageRank Algorithm based upon Time Spent on Web Page and its Link Structure. International Journal of Computer Applications. 109, 11 ( January 2015), 7-9. DOI=10.5120/19230-0952
Abstract
Page Ranking holds great importance in any information retrieval system. We are well aware of the fact that the World Wide Web boasts a vast array of pages. It becomes the duty of search engines to provide the most relevant web pages to the user. The PageRank is one approach to rank web pages. However, it lays more stress on link structure of a page. Hence, more parameters need to be accommodated in the already suggested algorithm. This will only make it more efficient. In this paper, a time-based approach is proposed as an extension to PageRank and is defined incrementally.
References
- 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.
- R. Kosala, 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.
- W. Xing, A. Ghorbani, "Weighted PageRank Algorithm", In proceedings of the 2rd Annual Conference on Communication Networks & Services Research, pp. 305-314, 2004.
- N. Duhan, A. K. Sharma and K. Kumar Bhatia, "Page Ranking Algorithms: A Survey", In proceedings of the IEEE International Advanced Computing Conference (IACC), 2009.
- L. Page, S. Brin, R. Motwani, T. Winograd, "The PageRank Citation Ranking: Bringing Order to the Web", Technical Report, Stanford University, 1998.
- J. Kleinberg, "Authoritative Sources in a Hyper-Linked Environment", Journal of the ACM 46(5), pp. 604-632, 1999.
- M. Richardson, P. Domingos, "The Intelligent Surfer: Probabilistic Combination of Link and Content Information in PageRank", Advances in Neural Information Processing Systems 14, pp. 1441-1448, Cambridge, MA: MIT Press, 2001.
- B. Choi, S. Tyagi, "Ranking Web Pages Relevant to Search Keywords", IADIS, International Conference WWW/Internet, pp. 200-205, 2009.
- M. Diligenti, M. Gori, M. Maggini, "Web Page Scoring Systems for Horizontal and Vertical Search", In Proceedings of the Eleventh International on World Wide Web, pp. 508-516, New York: ACM Press, 2002.
- Z. Cailan, C. Kai, L. Shasha, "Improved PageRank Algorithm Based on Feedback of User Clicks", Computer Science and Service System (CSSS), Nanjing, pp. 3949-3952, 2011.
Index Terms
Keywords