Enhancing the Learning Experience: Preliminary Framework for User Individual Differences

被引:0
|
作者
Granic, Andrina [1 ]
Nakic, Jelena [1 ]
机构
[1] Univ Split, Fac Sci, Split 21000, Croatia
关键词
User experience; user individual differences; user modelling; web-based learning; COGNITIVE STYLES; INFORMATION; HYPERMEDIA; TASKS; VISUALIZATION; PERFORMANCE; STRATEGIES; INTERFACES; SYSTEMS;
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
A system able to adapt to different user characteristics may increase user's learning outcome and advance her/his personal learning experience. This paper reports on research identifying and appraising user personal differences employed in user modelling for adaptive educational systems. A preliminary set of individual characteristics relevant for adaptation is proposed, along with a framework for their categorization. The framework is derived on the basis of empirical studies and survey papers reviewing the usage of these variables in adaptive and adaptable systems. Each variable is addressed from the perspective of its definition, implementation in existing systems and relevance for adaptation. Methods for variable detection and quantification are discussed as well. Suggested framework represents authors' perspective of the state-of-the-art in analyzing user individual differences and adds to the body of knowledge related to the user analysis as an essential part of an adaptive system development process.
引用
收藏
页码:384 / 399
页数:16
相关论文
共 50 条
  • [1] Enhancing Virtual Learning by Improving the Learning Environment and User Experience
    Mavengere, Nicholas
    Ruohonen, Mikko
    SUSTAINABLE ICT, EDUCATION AND LEARNING, 2019, 564 : 125 - 134
  • [2] Enhancing User Experience in Mobile Learning by Affective Interaction
    Shen, Liping
    Xie, Bowen
    Shen, Ruimin
    2014 INTERNATIONAL CONFERENCE ON INTELLIGENT ENVIRONMENTS (IE), 2014, : 297 - 301
  • [3] INDIVIDUAL DIFFERENCES IN DOGS: PRELIMINARY REPORT ON THE EFFECTS OF EARLY EXPERIENCE
    Clarke, R. S.
    Heron, W.
    Fetherstonhaugh, M. L.
    Forgays, D. G.
    Hebb, D. O.
    CANADIAN JOURNAL OF PSYCHOLOGY, 1951, 5 (04): : 150 - 156
  • [4] Automating SmartPhone Automation Enhancing User Experience with Behaviour Learning
    Semar, Dhanish
    Chen, Ted
    Hoda, Rashina
    2015 24TH AUSTRALASIAN SOFTWARE ENGINEERING CONFERENCE (ASWEC 2015), 2015, : 108 - 117
  • [5] ENHANCING USER EXPERIENCE IN VIRTUAL LEARNING ENVIRONMENTS WITH DIGITAL PENS
    Vilarino, Ana B. Lago
    Garcia, Ivan Pretel
    Fernandez, Koldo Zabaleta
    2011 4TH INTERNATIONAL CONFERENCE OF EDUCATION, RESEARCH AND INNOVATION (ICERI), 2011, : 5563 - 5568
  • [6] Impact of Individual Differences on User Experience with a Visualization Interface for Public Engagement
    Lalle, Sebastien
    Conati, Cristina
    Carenini, Giuseppe
    ADJUNCT PUBLICATION OF THE 25TH CONFERENCE ON USER MODELING, ADAPTATION AND PERSONALIZATION (UMAP'17), 2017, : 247 - 252
  • [7] Digital game elements, user experience and learning: A conceptual framework
    Andreas Alexiou
    Michaéla C. Schippers
    Education and Information Technologies, 2018, 23 : 2545 - 2567
  • [8] Digital game elements, user experience and learning: A conceptual framework
    Alexiou, Andreas
    Schippers, Michala C.
    EDUCATION AND INFORMATION TECHNOLOGIES, 2018, 23 (06) : 2545 - 2567
  • [9] HAPPYNESS: An Emotion-aware QoS Assurance Framework for Enhancing User Experience
    Condori-Fernandez, Nelly
    PROCEEDINGS OF THE 2017 IEEE/ACM 39TH INTERNATIONAL CONFERENCE ON SOFTWARE ENGINEERING COMPANION (ICSE-C 2017), 2017, : 235 - 237
  • [10] Individual differences in an English learning achievement system: gaming flow experience, gender differences and learning motivation
    Yang, Jie Chi
    Quadir, Benazir
    TECHNOLOGY PEDAGOGY AND EDUCATION, 2018, 27 (03) : 351 - 366