A novel page ranking algorithm for a personalized web search

Journal of Computer Science

Volumn 8, Issue 7, 2012, Pages 1029-1035

  Jayanthi, J ^a   Jayakumar, K S ^b  

^a SONA COLLEGE OF TECHNOLOGY   (India)

^b SSN COLLEGE OF ENGINEERING   (India)

Author keywords

Personalized page ranking (ppr); Term Frequency and Inverse Document Frequency (TF IDF); User Interest Hierarchy (UIH); User Interest Score (UIS)

Indexed keywords

EID: 84864952667     PISSN: 15493636     EISSN: None     Source Type: Journal    
DOI: 10.3844/jcssp.2012.1029.1035     Document Type: Article

References (19)

1. Agichtein, E., E. Brill, S. Dumais and R. Ragno, 2006. Learning user interaction models for predicting web search result preferences. Proceedings of the 29th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, (RDIR' 06), ACM, Seattle, WA, USA., pp: 3-10. DOI: 10.1145/1148170.1148175.
2. Aktas, M.S., M.A. Nacar and F. Menczer, 2004. Using hyperlink features to personalize web search. Adv. Web Mining Web Usage Anal., 3932: 104-115. DOI: 10.1007/11899402_7.
3. Algarni, A., Y. Li and X. Tao, 2010. Mining specific and general features in both positive and negative relevance feedback. Proceedings of the 19th Text REtrieval Conference: Relevance Feedback Track, Nov. 16-19, Gaithersburg, MD, USA.
4. Barouni-Ebrahimi, M., E. Bagheri and A.A. Ghorbani, 2008. A frequency mining-based algorithm for reranking web search engine retrievals. Adv. Artif. Intell., 5032: 60-65. DOI: 10.1007/978-3-540-68825-9_6.
5. Bhowmick, P.K., S. Sarkar and A. Basu, 2010. Ontology based user modeling for personalized information access. Int. J. Comput. Sci. Appli., 7: 1-22.
6. Brin, S. and L. Page, 1998. The anatomy of a largescale hypertextual web search engine. Proceedings of the 7th International World Wide Web Conference, Apr. 14-18, Brisbane, Australia, pp: 101-117.
7. Dali, L., B. Fortuna and J. Rupnik, 2010. Learning to rank for personalized news article retrieval. J. Machine Learning Res.-Proc. Track, 11: 152-159.
8. Harb, H.M., A.R. Khalifa and H.M. Ishkewy, 2009. Personal search engine based on user interests and modified page rank. Proceedings of the International Conference on Computer Engineering and Systems, Dec. 14-16, IEEE Xplore Press, Cairo, pp: 411-417. DOI: 10.1109/ICCES.2009.5383228.
9. Haveliwala, T.H., 2002. Topic-sensitive PageRank. Proceeding of the 11th International Conference on World Wide Web, May 7-11, ACM Press, Honolulu, HI, USA., pp: 517-526. DOI: 10.1145/511446.511513.
10. Hu, J. and P.K. Chan, 2008. Personalized web search by using learned user profiles in re-ranking. Florida Institute of Technology, USA.
11. Kavita, D.S. and S.Z. Gawali, 2010. Web search result personalization using web mining. Int. J. Comput. Appli., 2: 29-32.
12. Kim, H.R. and P.K. Chan, 2005. Personalized ranking of search results with learned user interest hierarchies from bookmarks. Proceedings of the 11th SIGKDD International Conference on Knowledge Discovery and Data Mining, Aug. 21-21, Chicago, Illinois, USA.
13. Kumar, P.R. and A.K. Singh, 2010. Web Structure Mining: Exploring Hyperlinks and Algorithms for Information Retrieval. Am. J. Applied Sci., 7: 840-845. DOI: 10.3844/ajassp. 2010.840.845.
14. Paul-Alexandru, C., D. Olmedilla and W. Nejdl, 2004. PROS: A personalized ranking platform for web search. Adaptive Hypermedia Adaptive Web-Based Syst., 3137: 431-461. DOI: 10.1007/978-3-540-27780-4_7.
15. Qui, F. and J. Cho, 2006. Automatic identification of user interest for personalized search. Proceedings of the 15th international conference on World Wide Web, May 22-26, ACM Press, Edinburgh, Scotland UK., pp: 727-736. DOI: 10.1145/1135777.1135883.
16. Ramadhan, H.A., K. Shihab and J.H. Ali, 2006. Improving the ranking capability of the hyperlink based search engines using heuristic approach. J. Comput. Sci., 2: 638-645. DOI: 10.3844/jcssp. 2006.638.645.
17. Ratnakumar, A.J., 2008. An implementation of web personalization using web mining techniques. J. Theoretical Applied Inform. Technol. Shanna, A.K., N. Aggarwal, N. Duhan and R. Gupta, 2010. Web search result optimization by mining the search engine query logs. Proceeding of the International Conference on Methods and Models in Computer Science, Dec. 13-14, IEEE Xplore Press, New Delhi, pp: 39-45. DOI: 10.1109/ICM2CS.2010.5706716.
18. Teevan, J., S.T. Dumais and E. Horvitz, 2005. Personalizing search via automated analysis of interests and activities. Proceedings of the 28th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, Aug. 15-19, ACM Press, Salvador, Brazil, pp: 449-456. DOI: 10.1145/1076034.1076111.
19. Zhuang, Z. and S. Cucerzan, 2006. Re-ranking search results using query logs. Proceedings of the 15th ACM international Conference on Information and Knowledge Management, Nov. 5-11, ACM Press, Arlington, VA, USA., pp: 59593-433. DOI: 10.1145/1183614.1183767.