Using domain ontology for semantic web usage mining and next page prediction

International Conference on Information and Knowledge Management, Proceedings

Volumn , Issue , 2009, Pages 1677-1680

  Mabroukeh, Nizar R ^a   Ezeife, Christie I ^a  

^a UNIVERSITY OF WINDSOR   (Canada)

Author keywords

Association rules; Domain ontology; Markov model; Semantic relatedness; Semantic web; Sequential pattern mining; Web usage mining

Indexed keywords

ACCURATE PREDICTION; DOMAIN KNOWLEDGE; DOMAIN ONTOLOGIES; LOW ORDER; MARKOV MODEL; MEMORY REQUIREMENTS; PATTERN DISCOVERY; SEARCH SPACES; SEMANTIC INFORMATION; SEQUENTIAL PATTERN MINING ALGORITHM; SEQUENTIAL-PATTERN MINING; SPACE COMPLEXITY; WEB APPLICATION; WEB USAGE MINING;

ALGORITHMS; ASSOCIATION RULES; ASSOCIATIVE PROCESSING; DATA MINING; KNOWLEDGE MANAGEMENT; MARKOV PROCESSES; MINING; ONTOLOGY; SEMANTIC WEB;

SEMANTICS;

EID: 74549190951     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1645953.1646202     Document Type: Conference Paper

References (9)

1. R. Agrawal and R. Srikant. Mining sequential patterns. In Proceedings of the 11th Int'l Conference on Data Engineering (ICDE-95), pages 3-14, March 1995.
2. M. Deshpande and G. Karypis. Selective markov models for predicting web page accesses. Transactions on Internet Technology, 4(2):163-184, 2004.
3. F. Khalil, J. Li, and H. Wang. A framework for combining markov model with association rules for predicting web page accesses. In Proceedings of the Fifth Australasian Data Mining Conference (AusDM2006), pages 177-184, 2006.
4. N. R. Mabroukeh and C. I. Ezeife. A taxonomy of sequential and web pattern mining algorithms. ACM Computing Surveys, 2010. To appear.
5. P. Pirolli and J. E. Pitkow. Distributions of surfers' paths through the world wide web: Empirical characterization. World Wide Web, 1:1-17, 1999.
6. J. Pitkow and P. Pirolli. Mining longest repeating subsequences to predict www surfing. In Proceedings of the 2nd USENIX Symposium on Internet Technologies and Systems 2, pages 13-21, October 1999.
7. R. R. Sarukkai. Link prediction and path analysis using markov chains. In Proceedings of the 9th Intl. World Wide Web Conf. (WWW'00), pages 377-386, 2000.
8. R. Srikant and R. Agrawal. Mining sequential patterns: Generalizations and performance improvements. In Proceedings of the 5th Int'l Conference on Extending Database Technology: Advances in Database Technology, pages 3-17, 1996.
9. G. Stumme, A. Hotho, and B. Berendt. Semantic web mining: State of the art and future directions. Journal of Web Semantics: Science, Services and Agents on the World Wide Web, 4(2):124-143, 2006.