A learner's style and profile recognition via fuzzy cognitive map

被引:7
作者
Georgiou, DA [1 ]
Makry, D [1 ]
机构
[1] Democritus Univ Thrace, Sch Engn, Dept Elect & Comp Engn, Thrace 67100, Greece
来源
IEEE INTERNATIONAL CONFERENCE ON ADVANCED LEARNING TECHNOLOGIES, PROCEEDINGS | 2004年
关键词
D O I
10.1109/ICALT.2004.1357370
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
There is a crucial issue in Adaptive Educational Hypermedia, concerning the machine's ability to recognize the learner's style and profile to the purpose of providing the learning material tailored to the learner's specific needs. In this paper an approach to this problem is presented, based on methodologies one can find in Fuzzy Logic and Neural Networks. The so-called Fuzzy Cognitive Map becomes a powerful tool in this case, as it has been proved in other applications to. The reason, which leads to such approach, is mainly the observation of uncertainty in learner's profile description. Therefore, classes in any classification of learner's profile are considered as fuzzy sets and are represented as vertices of a Fuzzy Cognitive Map.
引用
收藏
页码:36 / 40
页数:5
相关论文
共 9 条
[1]  
[Anonymous], 1996, INT J COMPUT INTELL
[2]  
DICKERSON JA, 1997, FUZZY COGNITIVE MAPS
[3]   A fuzzy cognitive map approach to differential diagnosis of specific language impairment [J].
Georgopoulos, VC ;
Malandraki, GA ;
Stylios, CD .
ARTIFICIAL INTELLIGENCE IN MEDICINE, 2003, 29 (03) :261-278
[4]  
JONASSEN D, 1992, HDB INDIVIDUAL DIFFE
[5]  
KOLB DA, 1984, EXPT LEARING EXPERIE
[6]  
Papageorgiou E., 2003, ADV ARTIFICIAL INTEL
[7]   An integrated two-level hierarchical system for decision making in radiation therapy based on fuzzy cognitive maps [J].
Papageorgiou, EI ;
Stylios, CD ;
Groumpos, PP .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2003, 50 (12) :1326-1339
[8]   MEASUREMENT OF MEMBERSHIP FUNCTIONS AND THEIR ACQUISITION [J].
TURKSEN, IB .
FUZZY SETS AND SYSTEMS, 1991, 40 (01) :5-38
[9]  
WATANABE N, 1979, JAPANESE J FUZZY THE, V5