Beyond PageRank: Machine learning for static ranking

Proceedings of the 15th International Conference on World Wide Web

Volumn , Issue , 2006, Pages 707-715

  Richardson, Matthew ^a   Prakash, Amit ^b   Brill, Eric ^a  

^a MICROSOFT RESEARCH   (United States)

^b MSN Applied Research   (United States)

Author keywords

PageRank; RankNet; Relevance; Search engines; Static ranking

Indexed keywords

PAGERANK; RANKING MACHINE; RANKNET; STATIC RANKING; LINK STRUCTURE; MACHINE LEARNING ALGORITHMS; MACHINE-LEARNING; PAGE RANK; RELEVANCE; STATIC FEATURES; WEB COMMUNITY; WEB PAGE;

DATA STRUCTURES; FEATURE EXTRACTION; LEARNING ALGORITHMS; RELATIONAL DATABASE SYSTEMS; SEARCH ENGINES; INFORMATION RETRIEVAL; ROBOT LEARNING;

WEBSITES; WORLD WIDE WEB;

EID: 34250637962     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1135777.1135881     Document Type: Conference Paper

References (32)

1. rd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2000.
2. B. Bartell, G. Cottrell, and R. Belew. Automatic combination of multiple ranked retrieval systems. In Proceedings of the 17th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 1994.
3. P. Boldi, M. Santini, and S. Vigna. PageRank as a function of the damping factor. In Proceedings of the International World Wide Web Conference, May 2005.
4. J. Boyan, D. Freitag, and T. Joachims. A machine learning architecture for optimizing web search engines. In AAAI Workshop on Internet Based Information Systems, August 1996.
5. S. Brin and L. Page. The anatomy of a large-scale hypertextual web search engine. In Proceedings of the Seventh International Wide Web Conference, Brisbane, Australia, 1998. Elsevier.
6. A. Broder, R. Lempel, F. Maghoul, and J. Pederson. Efficient PageRank approximation via graph aggregation. In Proceedings of the International World Wide Web Conference, May 2004.
7. nd International Conference on Machine Learning, Bonn, Germany, 2005.
8. D. Carmel, D. Cohen, R. Fagin, E. Farchi, M. Herscovici, Y. S. Maarek, and A. Soffer. Static index pruning for information retrieval systems. In Proceedings of the 24th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pages 43-50, New Orleans, Louisiana, USA, September 2001.
9. J. Cho and S. Roy. Impact of search engines on page popularity. In Proceedings of the International World Wide Web Conference, May 2004.
10. J. Cho, S. Roy, R. Adams. Page Quality: In search of an unbiased web ranking. In Proceedings of the ACM SIGMOD 2005 Conference. Baltimore, Maryland. June 2005.
11. th Annual Conference on Research and Development in Information Retrieval (SIGIR), August, 2005.
12. N. Dalvi, P. Domingos, Mausam, S. Sanghai, D. Verma. Adversarial Classification. In Proceedings of the Tenth International Conference on Knowledge Discovery and Data Mining (pp. 99-108), Seattle, WA, 2004.
13. O. Dekel, C. Manning, and Y. Singer. Log-linear models for label-ranking. In Advances in Neural Information Processing Systems 16. Cambridge, MA: MIT Press, 2003.
14. S. Fox, K S. Fox, K. Karnawat, M. Mydland, S. T. Dumais and T. White (2005). Evaluating implicit measures to improve the search experiences. In the ACM Transactions on Information Systems, 23(2), pp. 147-168. April 2005.
15. T. Haveliwala. Efficient computation of PageRank. Stanford University Technical Report, 1999.
16. T. Haveliwala. Topic-sensitive PageRank. In Proceedings of the International World Wide Web Conference, May 2002.
17. D. Hawking and N. Craswell. Very large scale retrieval and Web search. In D. Harman and E. Voorhees (eds), The TREC Book. MIT Press.
18. R. Herbrich, T. Graepel, and K. Obermayer. Support vector learning for ordinal regression. In Proceedings of the Ninth International Conference on Artificial Neural Networks, pp. 97-102. 1999.
19. M. Ivory and M. Hearst. Statistical profiles of highly-rated Web sites. In Proceedings of the ACM SIGCHI Conference on Human Factors in Computing Systems, 2002.
20. T. Joachims. Optimizing search engines using clickthrough data. In Proceedings of the ACM Conference on Knowledge Discovery and Data Mining (KDD), 2002.
21. T. Joachims, L. Granka, B. Pang, H. Hembrooke, and G. Gay. Accurately Interpreting Clickthrough Data as Implicit Feedback. In Proceedings of the Conference on Research and Development in Information Retrieval (SIGIR), 2005.
22. J. Kleinberg. Authoritative sources in a hyperlinked environment. Journal of the ACM 46:5, pp. 604-32. 1999.
23. A. Langville and C. Meyer. Deeper inside PageRank. Internet Mathematics 1(3):335-380, 2004.
24. F. Matthieu and M. Bouklit. The effect of the back button in a random walk: application for PageRank. In Alternate track papers and posters of the Thirteenth International World Wide Web Conference, 2004.
25. F. McSherry. A uniform approach to accelerated PageRank computation. In Proceedings of the International World Wide Web Conference, May 2005.
26. Y. Minamide. Static approximation of dynamically generated Web pages. In Proceedings of the International World Wide Web Conference, May 2005.
27. L. Page, S. Brin, R. Motwani, and T. Winograd. The PageRank citation ranking: Bringing order to the web. Technical report, Stanford University, Stanford, CA, 1998.
28. S. Pandey and C. Olston. User-centric Web crawling. In Proceedings of the International World Wide Web Conference, May 2005.
29. M. Richardson and P. Domingos. The intelligent surfer: probabilistic combination of link and content information in PageRank. In Advances in Neural Information Processing Systems 14, pp. 1441-1448. Cambridge, MA: MIT Press, 2002.
30. C. Sherman. Teoma vs. Google, Round 2. Available from World Wide Web (http://dc.internet.com/news/article.php/1002061), 2002.
31. T. Upstill, N. Craswell, and D. Hawking. Predicting fame and fortune: PageRank or indegree?. In the Eighth Australasian Document Computing Symposium. 2003.
32. T. Upstill, N. Craswell, and D. Hawking. Query-independent evidence in home page finding. In ACM Transactions on Information Systems. 2003.