Intelligent techniques in personalization of learning in e-learning systems

Studies in Computational Intelligence

Volumn 273, Issue , 2010, Pages 1-23

  Markowska Kaczmar, Urszula ^a   Kwasnicka, Halina ^a   Paradowski, Mariusz ^a  

^a WROCLAW UNIVERSITY OF TECHNOLOGY   (Poland)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 77950283870     PISSN: 1860949X     EISSN: None     Source Type: Book Series    
DOI: 10.1007/978-3-642-11224-9_1     Document Type: Article

References (55)

1. Agarwal, R., Deo, A., Das, S.: Intelligent agents in e-learning. SIGSOFT Softw. Eng. Notes 29(2), 1 (2004)
2. Al Hamad, A., Yaacob, N., Al-Zoubi, A.Y.: Integrating 'Learning Style' Information into Personalized e-Learning System. IEEE Multidisciplinary Engineering Education Magazine 3(1), 2-6 (2008)
3. Baylari, A., Montazer, G.A.: Design a personalized e-learning system based on item response theory and artificial neural network approach. Expert Systems with Applications 36, 8013-8021 (2009)
4. Capuano, N., Gaeta, M., Micarelli, A., Sangineto, E.: An Intelligent Web Teacher System for Learning Personalization and Semantic Web Compatibility. In: Proceedings of the Eleventh International PEG Conference, St. Petersburg, Russia (2003)
5. Castro, F., Vellido, A., Nebot, A., Mugica, F.: Applying Data Mining Techniques to e-Learning Problems. In: Lakhmi, C. (ed.) Evolution of Teaching and Learning Paradigms in Intelligent Environment, pp. 183-221. Springer, Heidelberg (2007)
6. Castro, F., Vellido, A., Nebot, A., Minguillon, J.: Detecting a typical student behaviour on an e-learning system. In: I Simposio Nacional de Tecnologas de la Informacin y las Comunicaciones en la Educacin, Granada, pp. 153-160 (2005)
7. Chang, Y., Kao, W., Chu, C., Chiu, C.: A learning style classification mechanism for e-learning. Computers & Education 53, 273-285 (2009)
8. Chen, C., Peng, C., Shiue, J.: Ontology-based concept map for planning personalized learning path. In: IEEE Conference on Cybernetics and Intelligent Systems, pp. 1337-1342 (2008)
9. Chen, G., Liu, C., Ou, K., Liu, B.: Discovering decision knowledge from web log portfolio for managing classroom processes by applying decision tree and data cube technology. Journal of Educational Computing Research 23(3), 305-332 (2000)
10. Davy, M.: A Review of Active Learning and Co-Training in Text Classification, Computer Science Technical Report TCD-CS-2005-2064, Trinity College Dublin (2005)
11. Dolog, P., Nejdl, W.: Personalization in Elena: How to cope with personalization in distributed eLearning Networks. In: SINN 2003 eProceedings (2003)
12. Dolog, P., Henze, N., Nejdl, W., Sintek, M.: Personalization in distributed e-learning environments. In: Proceedings of the 13th international World Wide Web conference on Alternate track papers & posters, pp. 170-179 (2004)
13. Esposito, F., Licchelli, O., Semeraro, G.: Discovering Student Models in e-learning Systems. Journal of Universal Computer Science 10(1), 47-57 (2004)
14. Esposito, F., Licchelli, O., Semeraro, G.: Extraction of User Profiles in e-learning Systems. In: Proceedings of I-KNOW'0, Graz, Austria, pp. 238-243 (2003)
15. Fazlollahtabar, H., Mahdavia, I.: User/tutor optimal learning path in e-learning using comprehensive neuro-fuzzy approach. Educational Research Review, doi:10.1016/j.edurev.2009.02.001
16. Gomes, P., Antunes, B., Rodrigues, L., Santos, A., Barbeira, J., Carvalho, R.: Using Ontologies for eLearning Personalization. Communication & Cognition 41(1&2) (January 2008)
17. Gu, Q., Sumner, T.: Support Personalization in Distributed E-Learning Systems through Learner Modeling. In: 2nd Information and Communication Technologies, 2006. ICTTA 2006, vol.1, pp. 610-615 (2006)
18. Hamdi-Cherif, A.: Machine Elearning-Learning Agents and UML for Elearning Settings. International Journal of Education and Information Technologies 1(2), 51 (2008)
19. Han, J., Kamber, M.: Data Mining: Concepts and Techniques, 2nd edn. Morgan Kaufmann, San Francisco (2006)
20. Huang, M., Huang, H., Chen, M.: Constructing a personalized e-learning system based on genetic algorithm and case-based reasoning approach. Expert Systems with Applications 33, 551-564 (2007)
21. Hwang, G.-J.: A conceptual map model for developing intelligent tutoring systems. Computer&Education 40(3), 217-235 (2003)
22. Jing, C., Quan, L.: An adaptive personalized e-learning model. In: IEEE International Symposium on IT in Medicine and Education, 2008. ITME 2008, pp. 806-810 (2008)
23. Khribi, M.K., Jemni, M., Nasraoui, O.: Automatic Recommendations for E-Learning Personalization Based on Web Usage Mining Techniques and Information Retrieval. In: Eighth IEEE International Conference on Advanced Learning Technologies, pp. 241-245 (2008)
24. Kwasnicka, H., Szul, D., Markowska-Kaczmar, U., Myszkowski, P.: Learning Assistant-personalizing Learning Path in e-Learning Environments. In: 7 th International Conference Computer Information Systems and Industral Managament Applications (CISIM 2008), Ostrava, pp. 308-314 (2008)
25. Kotsiantis, S.B.: Supervised Machine Learning: A Review of Classification Techniques. Informatica 31, 249-268 (2007)
26. Lazcorreta, E., Botella, F., Fernaández-Caballero, A.: Towards personalized recommendation by two-step modified Apriori data mining algorithm. Expert Systems with Applications 35, 1422-1429 (2008)
27. Lee, M., Chen, S., Chrysostomou, K., Liu, X.: Mining students' behavior in webbased learning programs. Expert Systems with Applications 36, 3459-3464 (2009)
28. Li, J., Zaiäne, O.: Combining usage, content, and structure data to improve web site recommendation. In: International conference on ecommerce and web technologies, pp. 305-315 (2004)
29. Lu, F., Li, X., Liu, Q., Yang, Z., Tan, G., He, T.: Research on Personalized ELearning System Using Fuzzy Set Based Clustering Algorithm. In: Shi, Y., van Albada, G.D., Dongarra, J., Sloot, P.M.A. (eds.) ICCS 2007, Part III. LNCS, vol.4489, pp. 587-590. Springer, Heidelberg (2007)
30. Markellou, P., Mousourouli, I., Spiros, S., Tsakalidis, A.: Using semantic web mining technologies for personalized e-learning experiences. In: Proceedings of the webbased education, pp. 461-826 (2005)
31. McAleese, R.: The knowledge arena as an extension to the concept map: Reflection in action. Interactive Learning Environments 6(3), 251-272 (1998)
32. Mitchell, M.T.: Machine learning. McGraw-Hill, New York (1997)
33. Myszkowski, P., Kwasnicka, H., Markowska-Kaczmar, U.: Data Mining Techniques in e-Learning CelGrid System. In: 7th International Conference Computer Information Systems and Industral Managament Applications (CISIM 2008), Ostrava, pp. 315-319 (2008)
34. Quinlan, J.R.: Improved use of continuous attributes in C4.5. Journal of Artificial Intelligence Research 4, 77-90 (1996)
35. Radenkovic, B., Despotovic, M., Bogdanovic, Z., Barac, B.: Creating Adaptive Environment for e-Learning Courses. JIOS 33(1), 179-189 (2009)
36. Rigou, M., Sirmakessis, S., Tsakalidis, A.: Integrating Personalization in E-Learning Communities. Journal of Distance Education Technologies 2(3), 47-58 (2004)
37. Romero, C., Porras, A., Ventura, S., Hervás, C., Zafra, A.: Using sequential pattern mining for links recommendation in adaptive hypermedia educational systems. In: International Conference Current Developments in Technology-Assisted Education, pp. 1015-1020 (2006)
38. Romero, C., González, P., Ventura, S., del Jesus, M., Herrera, F.: Evolutionary algorithms for subgroup discovery in e-learning, A practical application using Moodle data. Expert Systems with Applications 36, 1632-1644 (2009)
39. Romero, C., Ventura, S.: Educational data mining: A survey from 1995 to 2005. Expert Systems with Applications 33, 135-146 (2007)
40. Romero, C., Ventura, S., Delgado, J.A., de Bra, P.: Personalized Links Recommendation Based on Data Mining in Adaptive Educational Hypermedia Systems. In: Duval, E., Klamma, R., Wolpers, M. (eds.) EC-TEL 2007. LNCS, vol.4753, pp. 292-306. Springer, Heidelberg (2007)
41. Ruiz, M., Díaz, M., Soler, F., Pérez, J.: Adaptation in current e-learning systems. Computer Standards & Interfaces 30, 62-70 (2008)
42. Sun, C.-T., Chou, C.: Experiencing coral: design and implementation of distant cooperative learning. IEEE Transactions on Education 39(3), 357-366 (1996)
43. Sun, P., Cheng, H., Lin, T., Wang, F.: A design to promote group learning in elearning: Experiences from the field. Computers & Education 50, 661-677 (2008)
44. Talavera, L., Gaudioso, E.: Mining student data to characterize similar behavior groups in unstructured collaboration spaces. In: Workshop on artificial intelligence in CSCL. 16th European conference on artificial intelligence, pp. 17-23 (2004)
45. Tian, F., Zheng, Q., Gong, Z., Du, J., Li, R.: Personalized Learning Strategies in an intelligent e-Learning Environment. In: Proceedings of the 2007 11th International Conference on Computer Supported Cooperative Work in Design, pp. 973-978 (2007)
46. Tsai, C.J., Tseng, S.S., Lin, C.Y.: A Two-Phase Fuzzy Mining and Learning Algorithm for Adaptive Learning Environment. In: Alexandrov, V.N., Dongarra, J., Juliano, B.A., Renner, R.S., Tan, C.J.K. (eds.) ICCS-ComputSci 2001. LNCS, vol.2074, pp. 429-438. Springer, Heidelberg (2001)
47. Tzouveli, P., Mylonas, P., Kollias, S.: An intelligent e-learning system based on learner profiling and learning resources adaptation. Computers & Education (2007), doi:10.1016/j.compedu.2007.05.005
48. Tzouveli, P., Mylonas, P., Kollias, S.: SPERO -A Personalized Integrated ELearning System. In: Conference proceedings of IADIS, pp. 34-122 (2004)
49. Ueno, M.: Online outlier detection system for learning time data in e-learning and its evaluation. In: International conference on computers and advanced technology in education, pp. 248-253 (2004)
50. Wallace, M., Akrivas, G., Stamou, G., Kollias, S.: Representation of user p and adaptation to context in multimedia content -based retrieval. In: Proceedings of SOFSEM, Milovy, Czech Republic (2002)
51. Wang, F.-H., Shao, H.-M.: Effective personalized recommendation based on timeframed navigation clustering and association mining. Expert Systems with Applications 27, 365-377 (2004)
52. Winston, P.H.: Artificial Intelligence, 3rd edn. Addison-Wesley, Reading (1992)
53. Zaïane, O.R.: Building a Recommender Agent for e-Learning Systems, Computers in Education, 2002. In: Proceedings of International Conference on Computers in Education, vol.1, pp. 55-59 (2002)
54. Zeng, Q., Zhao, Z., Liang, Y.: Course ontology-based user's knowledge requirement acquisition from behaviors within e-learning systems. Computers & Education 53(3), 809-818 (2009)
55. Zhang, K., Cui, L., Wang, H., Sui, Q.: Improvement of Matrix-based Clustering Method for Grouping Learners in E-Learning. In: Proceedings of the 11th International Conference on Computer Supported Cooperative Work in Design (2007)