O3R: Ontology-based mechanism for a human-centered environment targeted at the analysis of navigation patterns

Knowledge-Based Systems

Volumn 23, Issue 5, 2010, Pages 455-470

  Becker, Karin ^a   Vanzin, Mariângela ^b  

^a Quality Knowledge Ltda   (Brazil)

^b Dell Computers   (Brazil)

Author keywords

Ontology; Pattern analysis; User centered environment; Web usage mining

Indexed keywords

DATA MINING TECHNIQUES; DISTINCTIVE FEATURES; DOMAIN ONTOLOGIES; EXPLORATORY ANALYSIS; MINING ALGORITHMS; NAVIGATION PATTERNS; ONTOLOGY-BASED; PATTERN ANALYSIS; SEMANTIC EVENT; SEMANTIC GAP; USAGE PATTERNS; USER-CENTERED; WEB SERVER LOGS; WEB USAGE MINING;

DATA MINING; NAVIGATION; SEMANTICS; SPEECH PROCESSING;

ONTOLOGY;

EID: 77955227402     PISSN: 09507051     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.knosys.2010.03.001     Document Type: Article

References (44)

1. R. Agrawal, and R. Srikant Mining generalized association rules Proceedings of the VLDB'95 1995 ACM Press 407 419
2. K. Becker, M. Vanzin, C. Marquardt, and D. Ruiz Applying web usage mining for the analysis of behavior in web-based learning environments Data Mining in E-Learning 2006 Witpress 117 137
3. B. Berendt, A. Hotho, G. Stumme, Towards semantic web mining, in: First International Semantic Web Conference, 2002 Lecture Notes in Computer Science, vol. 2342, 2002, pp. 264-278.
4. B. Berendt, and M. Spiliopoulou Analysis of navigation behaviour in web sites integrating multiple information systems VLDB Journal 9 1 2000 56 75
5. B. Berendt, A. Hotho, D. Mladenic, M. Someren, M. Spiliopoulou, G. Stumme, A roadmap for web mining: from web to semantic web, in: Proceedings of the EWMF, 2003, pp. 1-22.
6. I. Bittencourt, E. Costa, M. Silva, and M. Soares A computational model for developing semantic web-based educational systems Knowledge-based Systems (KBS) 22 4 2009 302 315
7. R. Brachman, T. Anand, The process of knowledge discovery in databases, in: Advances in Knowledge Discovery and Data Mining, AAAI Press, 1996, pp. 37-57.
8. A. Ceglar, J. Roddick, and P. Calder Guiding knowledge discovery through interactive data mining Managing Data Mining Technologies in Organizations: Techniques and Applications 2003 Idea Group Pub. 45 87
9. R. Cooley The use of web structure and content to identify subjectively interesting web usage patterns ACM Transactions on Internet Technology 3 2 2003 93 116
10. R. Cooley, B. Mobasher, and J. Srivastava Data preparation for mining World Wide Web browsing patterns Knowledge Information Systems 1 1 1999 5 32
11. R. Cooley, P. Tan, J. Srivastava, WebSIFT: the web site information filter system, in: Proceedings of the Web Usage Analysis and User Profiling Workshop (at WEBKDD'99), 1999.
12. H. Dai, and B. Mobasher Using ontologies to discovery domain-level web usage profiles Proceedings of the 2nd Semantic Web Mining Workshop at ECML/PKDD-2002 2002 ACM Press
13. H. Dai, B. Mobasher, A road map to more effective web personalization: integrating domain knowledge with web usage mining, in: Proceedings of the International Conference on Internet Computing, 2003, pp. 58-64.
14. U. Fayyad, G. Shapiro, P. Smyth, From data mining to knowledge discovery: an overview, in: Advances in Knowledge Discovery and Data Mining, 1996, pp. 1-34.
15. P. Fule, J. Roddick, Experiences in building a tool for navigating association rule result sets, in: Proceedings of the ACSW'04, 2004, pp. 103-108.
16. P. Ganesan, H. Garcia-Molina, and J. Widom Exploiting hierarchical domain structure to compute similarity ACM Transactions on Information Systems 21 1 2003 64 93
17. M. Klemettinen, H. Mannila, P. Ronkainen, H. Toivonen, and A. Verkamo Finding interesting rules from large sets of discovered association rules Proceedings of the CIKM'94 1994 ACM Press 401 407
18. B. Liu, W. Hsu, S. Chen, and Y. Ma Analyzing the subjective interestingness of association rules IEEE Intelligent Systems 15 5 2000 47 55
19. L. Machado, and K. Becker Distance education: a web usage mining case study for the evaluation of learning sites Proceedings of the 3rd IEEE ICALT'03 2003 ACM Press 360 361
20. R. Meo, P.L. Lanzi, and M. Matera Integrating web conceptual modeling and web usage mining Proceedings of the International Workshop on Web Mining and Web Usage Analysis (at WebKDD'04) 2004 ACM Press
21. B. Mobasher Web usage mining and personalization Practical Handbook of Internet Computing 2005 CRC Press
22. B. Mobasher, X. Jin, and Y. Zhou Semantically enhanced collaborative filtering on the web Web Mining: From Web to Semantic Web LNAI vol. 3209 2004 Springer-Verlag
23. C. Nichele, K. Becker, Clustering web sessions by levels of page similarity, in: Proceedings of the PAKDD'06, 2006, pp. 346-350.
24. D. Oberle, B. Berendt, A. Hotho, and J. Gonzalez Conceptual user tracking Proceedings of the International Atlantic Web Intelligence Conference 2003 Springer 142 154
25. D. Pierrakos, G. Paliouras, C. Papatheodorou, and C. Spyropoulos Web usage mining as a tool for personalization: a survey User Modeling and User-Adaped. Interaction 13 4 2003 311 372
26. C. Pohle, and M. Spiliopoulou Building and exploiting ad hoc concept hierarchies for web log analysis Proceedings of the DaWaK'02 Lecture Notes in Computer Science vol. 2454 2002 Springer-Verlag 83 93
27. C. Romero, S. Ventura, and E. García Data mining in course management systems: Moodle case study and tutorial Computers & Education 51 1 2008 368 384
28. S. Sahar, Interestingness via what is not interesting, in: Proceedings of the KDD'99, 1999, pp. 332-336.
29. A. Sieg, B. Mobasher, S. Lytinen, R. Burke, Concept based query enhancement in the ARCH search agent, in: Proceedings of the International Conference on Internet Computing, 2003, pp. 613-619.
30. A. Silberschatz, and A. Tuzhilin What makes patterns interesting in knowledge discovery systems IEEE Transactions on Knowledge and Data Engineering 8 6 1996 970 974
31. M. Spiliopoulou Web usage mining for web site evaluation CACM 43 8 2000 127 134
32. M. Spiliopoulou, P. Carsten, Modelling and incorporating background knowledge in the web mining process, in: Proceedings of the Pattern Detection and Discovery Workshop, 2002, pp. 154-169.
33. M. Spiliopoulou, L. Faulstich, WUM - a tool for WWW utilization analysis, in: Proceedings of the WebDB'98, 1998, pp. 184-203.
34. R. Srikant, R. Agrawal, Mining sequential patterns: generalizations and performance improvements, in: Proceedings of the EDBT'96, 1996, pp. 3-17.
35. J. Srivastava, R. Cooley, M. Deshpande, and P. Tan Web usage mining: discovery and applications of usage patterns from web data SIGKDD Explorations 1 2 2000 12 23
36. G. Stumme, A. Hotho, B. Berendt, Usage mining for and on the semantic web, in: Proceedings of the National Science Foundation Workshop on Next Generation Data Mining, 2002.
37. G. Stumme, A. Hotho, and B. Berendt Semantic web mining: state of the art and future directions Journal of Web Semantics 4 2 2006 124 143
38. I. Subasic, B. Berendt, Web mining for understanding stories through graph visualisation, in: Proceedings of the ICDM, 2008, pp. 570-579.
39. Y. Sure, J. Angele, S. Staab, Ontoedit: guiding ontology development by methodology and inferencing, in: International Conference on Ontologies, Databases and Applications of Semantics (ODBASE), 2002, pp. 1205-1222.
40. P. Tan, V. Kumar, and J. Srivastava Selecting the right objective measure for association analysis Information Systems 29 4 2004 293 313
41. M. Vanzin, K. Becker, Ontology-based rummaging mechanisms for the interpretation of web usage patterns, in: Proceedings of the EWMF/KDO (at PKDD'05), 2005, pp. 180-195.
42. M. Vanzin, K. Becker, Ontology-based rummaging mechanisms for the interpretation of web usage patterns, in: Semantics, Web and Mining, Lecture Notes on Computer Science, vol. 4289, Springer-Verlag, pp. 180-195.
43. M. Vanzin, K. Becker, and D. Ruiz Ontology-based filtering mechanisms for web usage patterns retrieval Proceedings of the EC-Web'05 Lecture Notes in Computer Science vol. 3590 2005 Springer-Verlag 267 277
44. S. Ventura, C. Romero, C. Hervás, Analyzing rule evaluation measures with educational datasets: a framework to help the teacher, in: Proceedings of the EDM, 2008, pp. 177-181.