Graph neural networks for ranking web pages

Proceedings - 2005 IEEE/WIC/ACM InternationalConference on Web Intelligence, WI 2005

Volumn 2005, Issue , 2005, Pages 666-672

  Scarselli, Franco ^a   Hagenbuchner, Markus ^b   Yong, Sweah Liang ^b   Tsoi, Ah Chung ^c   Gori, Marco ^a   Maggini, Marco ^a  

^a UNIVERSITY OF SIENA   (Italy)

^b UNIVERSITY OF WOLLONGONG   (Australia)

^c Australian Government Australian Research Council   (Australia)

Author keywords

[No Author keywords available]

Indexed keywords

DATA REDUCTION; GRAPH THEORY; MATHEMATICAL MODELS; NEURAL NETWORKS; PROBLEM SOLVING;

GRAPH NEURAL NETWORKS; PAGE RANK COMPUTATION;

WEBSITES;

EID: 33748872144     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WI.2005.67     Document Type: Conference Paper

References (20)

1. L. Almeida. A learning rule for asynchronous perceptrons with feedback in a combinatorial environment. In M. Caudill and C. Butler, editors, IEEE International Conference on Neural Networks, volume 2, pages 609-618, San Diego, 1987.
2. M. Bianchini, M. Gori, and F. Scarselli. Inside pagerank. ACM Trasanctions on Internet Technology, 2005.
3. S. Brin and L. Page. The anatomy of a large-scale hyper-textual Web search engine. In Proceedings of the 7th World Wide Web Conference, Apr. 1998.
4. H. Chang, D. Cohn, and M. A.K. Learning to create customized authority lists. In Proceedings of the 17th Inter national Conference on Machine Learning, pages 127-134. Morgan Kaufmann, 2000.
5. W. Chiang, M. Hagenbuchner, and A. Tsoi. The wt10g dataset and the evolution of the web. In 14th International World Wide Web conference. Alternate track papers and posters, Chiba city, Japan, May 2005 (to appear).
6. M. Diligenti, M. Gori, and M. Maggini. A unified probabilistic framework for web page scoring systems. IEEE Transactions on Knowledge and Data Engineering, 16(1):4-16, January 2004.
7. M. Diligenti, M. Gori, and M. Maggini. Learning web page scores by error back-propagation. In Proceedings of International Joint Conference on Artificial Intelligence, 2005.
8. P. Frasconi, M. Gori, and A. Sperduti. A general framework for adaptive processing of data structures. IEEE Transactions on Neural Networks, 9(5):768-786, September 1998.
9. M. Gori, M. Hagenbuchner, F. Scarselli, and A. C. Tsoi. Graphical based learning environment for pattern recognition. In Proceeding of Syntatic and Structural Pattern Recognition, August 2004. (Invited Paper).
10. M. Gori, M. Maggini, E. Martinelli, and F. Scarselli. Learning user profiles in NAUTILUS. In International Conference on Adaptive Hypermedia and Adaptive. Web-based Systems, Trento (Italy), August 2000.
11. M. Hagenbuchner, A. Sperduti, and A. Tsoi. A self-organizing map for adaptive processing of structured data. IEEE Transactions on Neural Networks, 2003.
12. T. H. Haveliwala. Topic sensitive pagerank. In Proceedings of the 11th World Wide Web Conference (WWW11), 2002. Available on the Internet at http://dbpubs.stanford.edu:8090/pub/2002-6.
13. G. Jeh and J. Widom. Scaling personalized web search. In Proceedings of the 12th World Wide Web Conference, 20-24May 2003.
14. J. Kleinberg. Authoritative sources in a hyperlinked environment. Journal, of the ACM, 46(5): 604-632, 1999.
15. P. Langley, P. Iba, and P. Thompson. An analysis of bayesian classifiers. In The Tenth National Conference on Artificial Intelligence, 1992.
16. F. Pineda. Generalization of back-propagation to recurrent neural networks. Physical Review Letters, 59:2229-2232, 1987.
17. M. Richardson and P. Domingos. The intellingent surfer: probabilistic combination of link and content information in pagerank. In Advances in Neural Information Processing Systems, 14, Cambridge, MA, 2002. MIT Press.
18. F. Scarselli, A. C. Tsoi, M. Gori, and M. Hagenbuchner. A new neural network model for graph processing. Technical Report DII01/05, Dept. of Information Engineering, University of Siena, 2005.
19. A. Sperduti and A. Starita. Supervised neural networks for the classification of structures. IEEE Transactions on Neural Networks, 8:429-459, 1997.
20. A. C. Tsoi, G. Morini, F. Scarselli, Hagenbuchner, and M. Maggini. Adaptive ranking of web pages. In Proceedings of the 12th WWW Conference, Budapest, Hungary, May 2003.