Grade prediction improved by regular and maximal association rules

Cilt: 3 Sayı: 2 1 Nisan 2015
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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

Kaynakça

  1. B. Liu, W. Hsu, Y. Ma(1998). Integrating classification and association rule mining. Proc. 4th International Conference on Knowledge Discovery and Data Mining. Pages. 80–86.
  2. A. Amir, Y. Aumann, R. Feldman, M. Fresco(2005). Maximal Association Rules: A Tool for Mining Associations in Text. Journal of Intelligent Information Systems. Vol. 25(3). Pages. 333–345.
  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.
  5. O.R. Zaïane(2002). Building a Recommender Agent for e-Learning Systems. Proc. The International Conference on Computers in Education. ICCE. Pages. 55–59.
  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.

Ayrıntılar

Birincil Dil

İngilizce

Konular

-

Bölüm

-

Yazarlar

Stefan Udristoiu Bu kişi benim

Yayımlanma Tarihi

1 Nisan 2015

Gönderilme Tarihi

17 Ekim 2014

Kabul Tarihi

-

Yayımlandığı Sayı

Yıl 2015 Cilt: 3 Sayı: 2

Kaynak Göster

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, ve 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 (01 Nisan 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 ve S. Udristoiu, “Grade prediction improved by regular and maximal association rules”, International Journal of Intelligent Systems and Applications in Engineering, c. 3, sy 2, ss. 57–61, Nis. 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 (01 Nisan 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, ve Stefan Udristoiu. “Grade prediction improved by regular and maximal association rules”. International Journal of Intelligent Systems and Applications in Engineering, c. 3, sy 2, Nisan 2015, ss. 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. 01 Nisan 2015;3(2):57-61. doi:10.18201/ijisae.17210

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