Advanced Page Rank Algorithm with Semantics, In Links, Out Links and Google Analytics

International Journal of Computer Trends and Technology (IJCTT)          
© 2017 by IJCTT Journal
Volume-50 Number-3
Year of Publication : 2017
Authors : Aritra Banerjee, Shrey Choudhary


Aritra Banerjee, Shrey Choudhary "Advanced Page Rank Algorithm with Semantics, In Links, Out Links and Google Analytics". International Journal of Computer Trends and Technology (IJCTT) V50(3):137-142, August 2017. ISSN:2231-2803. Published by Seventh Sense Research Group.

Abstract -
In this paper, we have modified the existing page ranking mechanism as an advanced Page Rank Algorithm based on Semantics, Inlinks, outlinks and Google Analytics. We have used Semantics page ranking to rank pages according to the word searched and match it with the metadata of the website and provide a value of rank according to the highest priority.We have also used Google analytics to store the number of hits of a website in a particular variable and add the required percentage amount to the ranking procedure.The proposed algorithm is used to find more relevant information according to user’s query. So, this concept is very useful to display most valuable pages on the top of the result list on the basis of user browsing behaviour, which reduce the search space to a large scale.

[1] S. Brin, and Page L., “The Anatomy of a Large Scale Hypertextual Web Search Engine”, Computer Network and ISDN Systems, Vol. 30, Issue 1-7, pp. 107-117, 1998.
[2] Wenpu Xing and Ghorbani Ali, “Weighted PageRank Algorithm”, Proceedings of the Second Annual Conference on Communication Networks and Services Research (CNSR ‟04), IEEE, 2004
[3] Gyanendra Kumar, Neelam Duahn, and Sharma A. K., “Page Ranking Based on Number of Visits of Web Pages”, International Conference on Computer & Communication Technology (ICCCT)-2011, 978-1-4577-1385-9.
[4] Neelam Tyagi, Simple Sharma, “Weighted Page Rank Algorithm Based on Number of Visits of Links of Web Page”, International Journal of Soft Computing and Engineering (IJSCE) ISSN: 2231-2307, Volume-2, Issue-3, July 2012.
[5] Robin Nixon, “Learning PHP, MySQL and Javascript”, Fourth Edition December 2014, O‟Reilly.
[6] Narsingh, Deo, “Graph Theory with Applications to Engineering and Computer Science” Paperback, 1979.
[7] J. Kleinberg, “Hubs, Authorities and Communities”, ACM Computing Surveys, 31(4), 1999.
[8] R. Kosala, and H. Blockeel, “Web Mining Research: A Survey”, SIGKDD Explorations, Newsletter of theACMSpecial Interest Group on Knowledge Discovery and Data Mining Vol. 2, No. 1 pp 1-15, 2000.

PageRank, Semantics, Inlinks, Outlinks and Google Analytics.