A Kohonen Network for Modeling Students' Learning Styles in Web 2.0 Collaborative Learning Systems

被引:0
|
作者
Zatarain-Cabada, Ramon [1 ]
Lucia Barron-Estrada, M. [1 ]
Zepeda-Sanchez, Leopoldo [1 ]
Sandoval, Guillermo [1 ]
Moises Osorio-Velazquez, J. [1 ]
Urias-Barrientos, J. E. [1 ]
机构
[1] Inst Tecnol Culiacan, Culiacan 80220, Sinaloa, Mexico
关键词
Intelligent Tutoring System; Web; 2.0; Authoring Tool; M-Learning; EDUCATION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The identification of the best learning style in an Intelligent Tutoring System must be considered essential as part of the success in the teaching process. In many implementations of automatic classifiers finding the right student learning style represents the hardest assignment. The reason is that most of the techniques work using expert groups or a set of questionnaires which define how the learning styles are assigned to students. This paper presents a novel approach for automatic learning styles classification using a Kohonen network. The approach is used by an author tool for building Intelligent Tutoring Systems running under a Web 2.0 collaborative learning platform. The tutoring systems together with the neural network can also be exported to mobile devices. We present different results to the approach working under the author tool.
引用
收藏
页码:512 / 520
页数:9
相关论文
共 50 条
  • [41] A Stochastic Approach for Automatic and Dynamic Modeling of Students' Learning Styles in Adaptive Educational Systems
    Dorca, Fabiano Azevedo
    Lima, Luciano Vieira
    Fernandes, Marcia Aparecida
    Lopes, Carlos Roberto
    INFORMATICS IN EDUCATION, 2012, 11 (02): : 191 - 212
  • [42] POLYTECHNIC STUDENTS' LEARNING EXPERIENCES WITH WEB 2.0 AS CONSTRUCTIVIST LEARNING TOOLS IN A PARTICIPATORY CULTURE
    Ling, Michelle Yeo Mei
    INTED2012: INTERNATIONAL TECHNOLOGY, EDUCATION AND DEVELOPMENT CONFERENCE, 2012, : 27 - 39
  • [43] Collaborative activities recommendation based on students' collaborative learning styles using ANN and WSM
    Troussas, Christos
    Giannakas, Filippos
    Sgouropoulou, Cleo
    Voyiatzis, Ioannis
    INTERACTIVE LEARNING ENVIRONMENTS, 2023, 31 (01) : 54 - 67
  • [44] Emergent Learning and Learning Ecologies in Web 2.0
    Williams, Roy
    Karousou, Regina
    Mackness, Jenny
    INTERNATIONAL REVIEW OF RESEARCH IN OPEN AND DISTRIBUTED LEARNING, 2011, 12 (03): : 39 - 59
  • [45] The influences of cognitive styles on individual learning and collaborative learning
    Chen, Sherry Y.
    Chang, Li-Ping
    INNOVATIONS IN EDUCATION AND TEACHING INTERNATIONAL, 2016, 53 (04) : 458 - 471
  • [46] Comparing strategies for modeling students learning styles through reinforcement learning in adaptive and intelligent educational systems: An experimental analysis
    Dorca, Fabiano A.
    Lima, Luciano V.
    Fernandes, Marcia A.
    Lopes, Carlos R.
    EXPERT SYSTEMS WITH APPLICATIONS, 2013, 40 (06) : 2092 - 2101
  • [47] Learning styles and web technology use in Business and Economics university students
    Lorenzo-Romero, Carlota
    Alarcon-del-Amo, Maria-del-Carmen
    Gomez-Borja, Miguel-Angel
    4TH WORLD CONFERENCE ON LEARNING TEACHING AND EDUCATIONAL LEADERSHIP (WCLTA-2013), 2014, 141 : 1281 - 1290
  • [48] Design for Adaptive User Interface for Modeling Students' Learning Styles
    Mbilinyi, Ashery
    Hasegawa, Shinobu
    Kashihara, Akihiro
    Human Interface and the Management of Information: Applications and Services, Pt II, 2016, 9735 : 168 - 177
  • [49] Adaptation to student learning styles in Web based educational systems
    Hong, H
    Kinshuk
    ED-MEDIA 2004: WORLD CONFERENCE ON EDUCATIONAL MULTIMEDIA, HYPERMEDIA & TELECOMMUNICATIONS, VOLS. 1-7, 2004, : 491 - 496
  • [50] Learning styles in university students: characteristics in their learning
    de la Barrera, Maria Laura
    Donolo, Danilo
    Rinaudo, Maria Cristina
    JOURNAL OF LEARNING STYLES, 2010, 3 (06): : 48 - 66