Towards intelligent adaptative e-learning systems - Machine learning for learner activity classification

Proceedings ABIS 2009 - 17th Workshop on Adaptivity and User Modeling in Interactive Systems

Volumn , Issue , 2009, Pages 26-31

  Köck, Mirjam ^a  

^a JOHANNES KEPLER UNIVERSITY LINZ   (Austria)

Author keywords

[No Author keywords available]

Indexed keywords

ADAPTIVITY; AUTOMATED PROCESSING; CLASSIFICATION ALGORITHM; E-LEARNING SYSTEMS; EDUCATIONAL SYSTEMS; INFORMATION EXTRACTION; INTELLIGENT TECHNIQUES; PATTERN DETECTION; PERSONALIZATIONS; USAGE DATA;

ADAPTIVE SYSTEMS; DATA HANDLING; DATA MINING; E-LEARNING; MATHEMATICAL MODELS;

LEARNING SYSTEMS;

EID: 84867962116     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (19)

1. [Brusilovsky and Peylo, 2003] P. Brusilovsky and C. Peylo. Adaptive and IntelligentWeb-Based Educational Systems. Int. Journal of Artificial Intelligence in Education, 2003.
2. [Brusilovsky, 1996] P. Brusilovsky. Methods and Techniques of Adaptive Hypermedia. User Modeling and User-Adapted Interaction, 6(2-3):87-129, 1996. (Pubitemid 126716208)
3. [De Bra and Calvi, 1998] Paul De Bra and Licia Calvi. AHA! An open Adaptive Hypermedia Architecture. The New Review of Hypermedia and Multimedia, 4, 1998.
4. [Dolog et al., 2004] Peter Dolog, Nicola Henze,Wolfgang Nejdl, and Michael Sintek. Personalization in Distributed E-Learning Environments. In WWW (Alternate Track Papers & Posters), pages 170-179, 2004.
5. [Felder and Brent, 2005] Richard M. Felder and Rebecca Brent. Understanding Student Differences. Journal of Engineering Education, 2005.
6. [Höök, 1997] Kristina Höök. Evaluating the Utitlity and Usability of an Adaptive Hypermedia System. In Proceedings of the 1997 International Conference on Intelligent User Interfaces, pages 179-186, 1997.
7. [Jung et al., 2005] Sung Young Jung, Jeong-Hee Hong, and Taek-Soo Kim. A Statistical Model for User Preference. IEEE Transactions on Knowledge and Data Engineering, 17(6), 2005.
8. [Lefrancois, 2006] Guy R. Lefrancois. Psychologie des Lernens, volume 4. Springer, Heidelberg, 2006.
9. [Oakley et al., 2004] Barbara Oakley, Rebecca Brent, Richard M. Felder, and Imad Elhajj. Turning Student Groups into Effective Teams. Journal of Student Centered Learning, 2(1), 2004.
10. [Paramythis, 2008] Alexandros Paramythis. Adaptive Support for Collaborative Learning with IMS Learning Design: AreWe There Yet. In Proceedings of the Workshop on Adaptive Collaboration Support, 2008.
11. [Prince and Felder, 2006] Michael J. Prince and Richard M. Felder. Inductive Teaching and Learning Methods: Definitions, Comparisons, and Research Bases. Journal of Engineering Education, 2006.
12. [Romero et al., 2008] Cristóbal Romero, Sebastián Ventura, Pedro G. Espejo, and César Hervás. Data Mining Algorithms to Classify Students. In Proceedings of the 1st International Conference on Educational Data Mining (EDM08), 2008.
13. [Rückert and Kramer, 2006] Ulrich Rückert and Stefan Kramer. A Statistical Approach to Rule Learning. In Proceedings of the 23rd International Conference on Machine Learning, Pittsburgh, 2006.
14. [Sakai, 2009] Sakai. http://www.sakaiproject.org, 2009.
15. [Soller, 2007] A. Soller. Adaptive Support for Distributed Collaboration. In The Adaptive Web. 2007.
16. [Vathanophas et al., 2008] Vichita Vathanophas, Kingkarn Suensilpong, and Tullawat Pacharapha. Task-Related Information Sharing in Group Support Systems (GSS). In Proceedings of the European and Mediterranean Conference on Information Systems 2008, 2008.
17. [Voges and Pope, 2000] K.E. Voges and N.K. Pope. An Overview of Data Mining Techniques from an Adaptive Systems Perspective. In Proceesings of ANZMAC 2000: Australian and New Zealand Marketing Academy Conference, Gold Coast, Australia, November 2000.
18. [Webb et al., 2001] G.I. Webb, M.J. Pazzani, and D. Billsus. Machine Learning for User Modeling. User Modeling and User-Adapted Interaction, 2001.
19. [Witten and Eibe, 2005] Ian H. Witten and Frank Eibe. Data Mining. Morgan Kaufmann, 2005.