Full-coverage web prediction based on web usage mining and site topology

Proceedings - IEEE/WIC/ACM International Conference on Web Intelligence, WI 2004

Volumn , Issue , 2004, Pages 716-719

  Oikonomopoulou, Diamanto ^a   Rigou, Maria ^a,b   Sirmakessis, Spiros ^b   Tsakalidis, Athanasios ^a,b  

^a UNIVERSITY OF PATRAS   (Greece)

^b University of Patras and Computer Technology Institute   (Greece)

Author keywords

[No Author keywords available]

Indexed keywords

BAYESIAN NETWORKS; CASE-BASED REASONING (CBR); PATH-BASED MODELS; PREDICTION PRECISION;

COMPUTATIONAL COMPLEXITY; DATA MINING; DISTRIBUTED COMPUTER SYSTEMS; MARKOV PROCESSES; MATHEMATICAL MODELS; ONLINE SYSTEMS; PREDICTIVE CONTROL SYSTEMS; TOPOLOGY;

WEBSITES;

EID: 15544365706     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WI.2004.10144     Document Type: Conference Paper

References (13)

1. Liu, Jiming and Zhang, S. W., "Characterizing Web usage regularities with information foraging agents," in IEEE Transactions on Knowledge and Data Engineering, Vol. 16, No. 4, 2004.
2. B.D. Davison and H. Hirsh, "Predicting Sequences of User Actions", Presented at the AAAI-98/ICML'98 Workshop on Predicting the Future: AI Approaches to Time Series Analysis, Madison, WI, July 27, 1998, and published in Predicting the Future: AI Approaches to Time Series Problems, Technical Report WS-98-07, pp. 5-12, AAAI Press.
3. Q. Yang, I.T.Y. Li and H.H. Zhang, "Mining High-Quality cases for hypertext prediction and prefetching", in Proceedings of the 2001 International Conference on Case Based Reasoning, ICCBR-2001, Vancouver BC, Canada, July 2001.
4. B. Liu, W. Hsu and Y. Ma, "Integrating Classification and Association Rule Mining", in Proceedings of KDD-98, New York, 1998.
5. B.D. Davison, "The Design and Evaluation of Web Prefetching and Caching Techniques", PhD thesis submitted to the Graduate School of New Brunswick Rutgers in the state University of New Jersey, 2002.
6. S.N. Schiaffino and A. Amandi, "User Profiling with Case-Based Reasoning and Bayesian Networks", in Proceedings of the International Joint Conference, 7th Ibero-American Conference on AI, 15th Brazilian Symposium on AI, IBERAMIA-SBIA 2000, Atibaia, SP, Brazil, November 19-22, 2000.
7. Z. Su, Q. Yang, Y. Lu and H. Zhang, "What next: A prediction System for Web Requests Using N-gram Sequence Models", in proceedings of the First International Conference on Web Information Systems and Engineering Conference, Hong Kong, June 2000, pp 200-207.
8. A. Papoulis, "Probability, Random Variables and Stochastic Processes", Me Graw Hill, 1991.
9. M. Deshpande and G. Karypis, "Selective Markov Models for Predicting Web-Page Accesses", in Proceedings of the 1st SIAM Data Mining Conference, 2000.
10. B. Berendt, B. Mobasher, M. Spiliopoulou, J. Wiltswire Honghua Dai, T. Luo and M. Nakagawa, "Measuring the Accuracy of Sessionizers for Web Usage Analysis", in Proceedings of the Web Mining Workshop at the First SIAM International Conference on Data Mining, April 2001. Chicago, IL pp. 7-14.
11. R.W. Cooley, "Web Usage Mining: Discovery and Application of Interesting Patterns from Web Data", PhD thesis submitted to faculty of the graduate school of the University of Minnesota, 2000.
12. P. Pirolli, J. Pitkow and R. Rao, "Silk from a sow's ear: Extracting Usable Structures from the Web", in CHI-96, Vancouver, 1996, pp. 118-125.
13. Z. Chen, R. Fowler and A. Wai-Chee Fu, "Linear Time Algorithms for Finding Maximal Forward Reference", in Proceedings of the 2003 IEEE Intl Conference On Info Tech: Coding and Computing (ITCC03), April 28-30, 2003, Las Vegas, Nevada, pp. 160-164.