Personalized links recommendation based on data mining in adaptive educational hypermedia systems

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 4753 LNCS, Issue , 2007, Pages 292-306

  Romero, Cristóbal ^a   Ventura, Sebastián ^a   Delgado, Jose Antonio ^a   De Bra, Paul ^b  

^a UNIVERSITY OF CÓRDOBA   (Spain)

^b EINDHOVEN UNIVERSITY OF TECHNOLOGY   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVE SYSTEMS; COMPUTER AIDED SOFTWARE ENGINEERING; HYPERMEDIA SYSTEMS; TELECOMMUNICATION LINKS; WEB SERVICES;

ADAPTIVE EDUCATIONAL HYPERMEDIA SYSTEMS; EDUCATIONAL HYPERMEDIA SYSTEMS; MINING TOOLS; RECOMMENDER SYSTEMS; WEB MINING;

DATA MINING;

EID: 38349027321     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-540-75195-3_21     Document Type: Conference Paper

References (30)

1. Agrawal, R., Imielinski, T., Swami, A.N.: Mining Association Rules between Sets of Items in Large Databases. In: Proceeding SIGMOD, pp. 207-216 (1993)
2. Agrawal, R., Srikant, R.: Mining Sequential Patterns. In: Proceedings of the Eleventh International Conference on Data Engineering, pp. 3-14 (1995)
3. Alcalá, J., del Jesús, M.J., Garrell, J.M., Herrera, F., Hervás, C., Sánchez, L.: Proyecto KEEL: Desarrollo de una Herramienta para el Análisis e Implementación de Algoritmos de Extracción de Conocimiento Evolutivos. Tendencias de la Minería de Datos en España, Eds. J. Giraldez, J.C Riquelme, J.S. Aguilar, pp. 413-423 (2004)
4. Brusilovsky, P., Peylo, C.: Adaptive and Intelligent Web-based Educational Systems. International Journal of Artificial Intelligence in Education. 13, 156-169 (2003)
5. Clementine (2007), http://www.spss.com/clementine/
6. DBMiner (2007), http://www.dbminer.com
7. De Bra, P., Calvi, L.: AHA! An open Adaptive Hypermedia Architecture. The New Review of Hypermedia and Multimedia 4, 115-139 (1998)
8. Farzan, R., Brusilovsky, P.: Social Navigation Support in a Course Recommendation System. In: proceedings of 4th International Conference on Adaptive Hypermedia and Adaptive Web-based Systems. Dublin, pp. 91-100 (2006)
9. García, E., Romero, C., Ventura, S., Castro, C.: Using rules discovery for the continuous improvement of e-learning courses. In: International Conference Intellligent Data Engineering and Automated Learning. Burgos, Spain, pp. 887-895 (2006)
10. Han, J., Pei, J., Yan, X.: Sequential Pattern Mining by Pattern-Growth: Principles and Extensions. StudFuzz 180, 183-220 (2005)
11. Henze, N., Nejdl, W.: Adaptation in open corpus hypermedia. International Journal of Artificial Intelligence in Education 12(4), 325-350 (2001)
12. Ishikawa, H., Ohta, M., Yokoyama, S., Nakayama, J., Katayama, K.: On the Effectiveness of Web Usage Mining for Page Recommendation and Restructuring. In: Proceeding of Web, Web-Services, and Database Systems, pp. 253-267 (2002)
13. Jain, A.K., Murty, M.N., Flynn, P.J.: Data Clustering: A Review. ACM Computing Surveys 31(3), 264-323 (1999)
14. Li, J., Zaïane, O.: Combining Usage, Content, and Structure Data to Improve Web Site Recommendation. In: Proceedings of International Conference on e-commerce and Web Technologies, pp. 305-315 (2004)
15. Lu, J.: Personalized E-learning Material Recommender System. In: Proceedings of International Conference on Information Technology for Application, pp. 374-379 (2004)
16. MacQueen, J.B.: Some Methods for classification and Analysis of Multivariate Observations. In: Proceedings of of 5-th Berkeley Symposium on Mathematical Statistics and Probability, pp. 281-297 (1967)
17. Mobasher, B.: Data Mining for Personalization. In: Brusilovsky, P., Kobsa, A., Nejdl, W. (eds.) The Adaptive Web: Methods and Strategies of Web Personalization, pp. 1-46. Springer, Heidelberg (2007)
18. Pei, J., Han, J., Mortazavi-Asl, B., Pinto, H., Chen, Q., Dayal, U., Hsu, M.: PrefixSpan: Mining Sequential Patterns Efficiently by Prefix-Projected Pattern Growth. In: Proceedings of the Seventeenth International Conference on Data Engineering, pp. 2215-2224 (2001)
19. Ksristofic, A.: Recommender System for Adaptive Hypermedia Applications. In: Proceeding of Informatics and Information Technology Student Research Conference, Bratislava, pp. 229-234 (2005)
20. Romero, C., Ventura, S.: Educational Data Mining: a Survey from 1995 to 2005. Expert Systems with Applications 1(33), 135-146 (2007)
21. Romero, C., Ventura, S.: Data mining in e-learning. Wit Press (2006)
22. Romero, C., Ventura, S., Bra, P.D.: Knowledge discovery with genetic programming for providing feedback to courseware author. The Journal of Personalization Research 14(5), 425-464 (2004)
23. Schafer, J.B.: The application of data-mining to recommender systems. In: Wang, J. (ed.) Encyclopedia of data warehousing and mining, pp. 44-48. Idea Group, Hershey, PA (2005)
24. Shen, L.P., Shen, R.M.: Learning Content Recommendation Service Based-on Simple Sequencing Specification. In: Proceedings of Advanced in Web-based Learning, pp. 363-370 (2004)
25. Srikant, R., Agrawal, R.: Mining Sequential Patterns: Generalizations and Performance Improvements. In: Proceedings International Conference on Extending Database Technology, pp. 3-17 (1996)
26. Tiffany, Y.T., Gordon, M.: Smart Recommendation for an Evolving E-Learning System. In: Workshop on Technologies for Electronic Documents for Supporting Learning Australia, pp. 699-710 (2003)
27. Wang, F.H., Shao, H.M.: Effective personalized recommendation based on time-framed navigation clustering and association mining. Expert System with Applications. Elsevier 27, 365-377 (2004)
28. Weber, G., Brusilovsky, P.: ELM-ART: An adaptive versatile system for Web-based instruction. International Journal of Artificial Intelligence in Education 12(4), 351-384 (2001)
29. Witten, I.H., Frank, E.: Data Mining: Practical Machine Learning Tools and Techniques. Morgan Kaufmann, San Francisco (2005)
30. Zaïane, O.: Building A Recommender Agent for e-Learning Systems. In: Proceedings of the International Conference in Education, New Zealand, pp. 55-59 (2002)