Grade prediction improved by regular and maximal association rules

Volume: 3 Number: 2 April 1, 2015
EN

Grade prediction improved by regular and maximal association rules

Abstract

In this paper we propose a method of predicting student scholar performance using the power of regular and maximal association rules. Due to the large number of generated rules, traditional data mining algorithms can become difficult and inappropriate to educational systems. Thus, we use some methods to overcome this problem, discovering rules useful in educational process. These methods are applied to the e-learning system Moodle, for “Database” course.

Keywords

References

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  3. C. Romero, A. Zafra, J.M. Luna, S. Ventura(2013). Association rule mining using genetic programming to provide feedback to instructors from multiple‐choice quiz data. Expert Systems. Vol. 30(2). Pages. 162-172.
  4. C. Romero and S. Ventura(2010). Educational data mining: a review of the state-of-the-art. IEEE Transactions on Systems, Man and Cybernetics-Part C: Applications and Reviews. Vol. 40. Pages. 601–618.
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  6. O.R Zaïane, J. Luo(2001). Towards Evaluating Learners’ Behavior in a Web-based Distance Learning Environment. Proc. IEEE International Conference on Advanced Learning Technologies, ICALT’01. Pages. 357–360.
  7. B. Minaei-Bidgoli, P.N. Tan, W.F. Punch(2004). Mining Interesting Contrast Rules for a Web-based Educational System. Proc. The 2004 International Conference on Machine Learning and Applications. ICMLA’04.
  8. G.J. Hwang, , C.L. Hsiao, C.R. Tseng(2003). A Computer-Assisted Approach to Diagnosing Student Learning Problems in Science Courses. Journal of Information Science and Engineering. Vol. 19. Pages. 229–248.

Details

Primary Language

English

Subjects

-

Journal Section

-

Authors

Stefan Udristoiu This is me

Publication Date

April 1, 2015

Submission Date

October 17, 2014

Acceptance Date

-

Published in Issue

Year 2015 Volume: 3 Number: 2

APA
Udristoiu, A., & Udristoiu, S. (2015). Grade prediction improved by regular and maximal association rules. International Journal of Intelligent Systems and Applications in Engineering, 3(2), 57-61. https://doi.org/10.18201/ijisae.17210
AMA
1.Udristoiu A, Udristoiu S. Grade prediction improved by regular and maximal association rules. International Journal of Intelligent Systems and Applications in Engineering. 2015;3(2):57-61. doi:10.18201/ijisae.17210
Chicago
Udristoiu, Anca, and Stefan Udristoiu. 2015. “Grade Prediction Improved by Regular and Maximal Association Rules”. International Journal of Intelligent Systems and Applications in Engineering 3 (2): 57-61. https://doi.org/10.18201/ijisae.17210.
EndNote
Udristoiu A, Udristoiu S (April 1, 2015) Grade prediction improved by regular and maximal association rules. International Journal of Intelligent Systems and Applications in Engineering 3 2 57–61.
IEEE
[1]A. Udristoiu and S. Udristoiu, “Grade prediction improved by regular and maximal association rules”, International Journal of Intelligent Systems and Applications in Engineering, vol. 3, no. 2, pp. 57–61, Apr. 2015, doi: 10.18201/ijisae.17210.
ISNAD
Udristoiu, Anca - Udristoiu, Stefan. “Grade Prediction Improved by Regular and Maximal Association Rules”. International Journal of Intelligent Systems and Applications in Engineering 3/2 (April 1, 2015): 57-61. https://doi.org/10.18201/ijisae.17210.
JAMA
1.Udristoiu A, Udristoiu S. Grade prediction improved by regular and maximal association rules. International Journal of Intelligent Systems and Applications in Engineering. 2015;3:57–61.
MLA
Udristoiu, Anca, and Stefan Udristoiu. “Grade Prediction Improved by Regular and Maximal Association Rules”. International Journal of Intelligent Systems and Applications in Engineering, vol. 3, no. 2, Apr. 2015, pp. 57-61, doi:10.18201/ijisae.17210.
Vancouver
1.Anca Udristoiu, Stefan Udristoiu. Grade prediction improved by regular and maximal association rules. International Journal of Intelligent Systems and Applications in Engineering. 2015 Apr. 1;3(2):57-61. doi:10.18201/ijisae.17210

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