Learning barriers diagnosis based on fuzzy rules for adaptive learning systems

被引:17
作者
Chen, Shyi-Ming [1 ,2 ]
Bai, Shih-Ming [1 ]
机构
[1] Natl Taiwan Univ Sci & Technol, Dept Comp Sci & Informat Engn, Taipei 106, Taiwan
[2] Jinwen Univ Sci & Technol, Dept Comp Sci & Informat Engn, Taipei Cty, Taiwan
关键词
Learning problems diagnosis; Learning barriers analysis; Learning barrier detection; Learning guidance; Fuzzy rules;
D O I
10.1016/j.eswa.2009.02.084
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
To diagnose learning barriers of learners is an important research topic of adaptive learning systems. In recent years, some methods have been presented for diagnosing learning problems of learners for adaptive learning systems. In this paper, we present a new method to diagnose learning barriers of learners based on fuzzy rules. The proposed method evaluates the learning degree and infers the probability of learning barriers of the learners based on fuzzy rules. It provides us a useful way to diagnose the learning barriers of the learners in adaptive learning systems. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:11211 / 11220
页数:10
相关论文
共 11 条
[1]  
Agarwal R., 1994, VLDB, V487, P499, DOI DOI 10.5555/645920.672836
[2]   Diagnosys - A knowledge-based diagnostic test of basic mathematical skills [J].
Appleby, J ;
Samuels, P ;
TreasureJones, T .
COMPUTERS & EDUCATION, 1997, 28 (02) :113-131
[3]   A new method for learning barriers diagnosis based on fuzzy rules [J].
Bai, Shih-Ming ;
Chen, Shyi-Ming .
PROCEEDINGS OF 2008 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-7, 2008, :3090-3095
[4]   Automatically constructing grade membership functions of fuzzy rules for students' evaluation [J].
Bai, Shih-Ming ;
Chen, Shyi-Ming .
EXPERT SYSTEMS WITH APPLICATIONS, 2008, 35 (03) :1408-1414
[5]   Automatically constructing concept maps based on fuzzy rules for adapting learning systems [J].
Bai, Shih-Ming ;
Chen, Shyi-Ming .
EXPERT SYSTEMS WITH APPLICATIONS, 2008, 35 (1-2) :41-49
[6]   Evaluating students' learning achievement using fuzzy membership functions and fuzzy rules [J].
Bai, Shih-Ming ;
Chen, Shyi-Ming .
EXPERT SYSTEMS WITH APPLICATIONS, 2008, 34 (01) :399-410
[7]  
CHEN NS, 2001, P 12 INT INF MAN AC
[8]  
HSU CS, 1998, P 7 INT C COMP ASS I, P602
[9]  
Hwang GJ, 2003, J INF SCI ENG, V19, P229
[10]   Application of automatically constructed concept map of learning to conceptual diagnosis of e-learning [J].
Lee, Chun-Hsiung ;
Lee, Gwo-Guang ;
Leu, Yungho .
EXPERT SYSTEMS WITH APPLICATIONS, 2009, 36 (02) :1675-1684