ANATOMY OF STUDENT MODELS IN ADAPTIVE LEARNING SYSTEMS: A SYSTEMATIC LITERATURE REVIEW OF INDIVIDUAL DIFFERENCES FROM 2001 TO 2013

被引:50
作者
Nakic, Jelena [1 ]
Granic, Andrina [1 ]
Glavinic, Vlado [2 ]
机构
[1] Univ Split, Split 2100, Croatia
[2] Univ Zagreb, Zagreb 41000, Croatia
关键词
COGNITIVE STYLES; PERFORMANCE; VISUALIZATION; ENVIRONMENTS; INFORMATION; SOFTWARE; STRATEGY; INSTRUCTION; INTERFACES; KNOWLEDGE;
D O I
10.2190/EC.51.4.e
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
This study brings an evidence-based review of user individual characteristics employed as sources of adaptation in recent adaptive learning systems. Twenty-two user individual characteristics Were explored in a systematically designed search procedure, while 17 of them were identified as sources of adaptation in final selection. The content analysis of 98 selected publications that include evidence of adaptation efficiency is conducted. The quantitative representation of the findings shows current trends in the research of individual differences, as well as the tendencies of their further employment in student modeling. The article contributes to the body of knowledge on user individual differences and consequently to the research and development of adaptive learning systems. Additional contribution of the study is in-depth description of development and evaluation of the search strategy which makes the method easily replicable as well as suitable for modification and employment in systematic literature review in any research field.
引用
收藏
页码:459 / 489
页数:31
相关论文
共 111 条
[41]   Realizing Comprehensive User Profile as the Core Element of Adaptive and Personalized Communication Environments and Systems [J].
Germanakos, Panagiotis ;
Tsianos, Nikos ;
Lekkas, Zacharas ;
Mourlas, Constantinos ;
Samaras, George .
COMPUTER JOURNAL, 2009, 52 (07) :749-770
[42]  
Giovannella C., 2011, 2011 11th IEEE International Conference on Advanced Learning Technologies (ICALT 2011), P53, DOI 10.1109/ICALT.2011.23
[43]  
Gogoulou A, 2007, EDUC TECHNOL SOC, V10, P242
[44]  
Graf S., 2007, P WORLD C E LEARN CO, P2576
[45]   The relationship between learning styles and cognitive traits - Getting additional information for improving student modelling [J].
Graf, Sabine ;
Lin, Talyu ;
Kinshuk, J. .
COMPUTERS IN HUMAN BEHAVIOR, 2008, 24 (02) :122-137
[46]   Individual differences in hypertext browsing strategies [J].
Graff, M .
BEHAVIOUR & INFORMATION TECHNOLOGY, 2005, 24 (02) :93-99
[47]  
Granic A., 2002, THESIS U ZAGREB ZAGR
[48]  
Granic A, 2010, LECT NOTES COMPUT SC, V6389, P384
[49]  
Harrigan M, 2009, LECT NOTES COMPUT SC, V5535, P454, DOI 10.1007/978-3-642-02247-0_52
[50]   Steps to take before intelligent user interfaces become real [J].
Höök, K .
INTERACTING WITH COMPUTERS, 2000, 12 (04) :409-426