The effects of typing demand on learner's Motivation/Attitude-driven Behaviour (MADB) model with mouse and keystroke behaviours

Yee Mei Lim, Aladdin Ayesh, Martin Stacey

    Research output: Chapter in Book/Report/Conference proceedingPublished conference contribution

    Abstract

    It would be desirable to have an automated means of assessing a learner's motivation and stress levels in an e-learning system, which would give impact on his or her learning performance. This preliminary research examines the effects of typing task demand on Motivation/Attitude-driven Behavior (MADB) model. The model is adapted from what was proposed by Wang [1], which is used to describe how the motivation process drives human behaviours and actions, and how the attitude and decision-making process help to regulate and determine the action to be taken by the learner. The effects of typing demand are tested on learners' stress perceptions, motivation, attitudes, decision, as well as their mouse and keystroke behaviours. The typing demand is varied by the pre-defined text length and language familiarity. The results of Multivariate Analysis of Variance and correlation tests are generally congruent with the MADB model proposed by Wang, but with minor difference. We also found that a learner's behaviour is significantly correlated to his or her mouse and keystroke behaviours. A revised version of MADB model based on e-learning environment is proposed.

    Original languageEnglish
    Title of host publicationProceedings of 2017 IEEE 16th International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2017
    EditorsYingxu Wang, Freddie Hamdy, Newton Howard, Lotfi A. Zadeh, Amir Hussain, Bernard Widrow
    PublisherInstitute of Electrical and Electronics Engineers Inc.
    Pages175-181
    Number of pages7
    ISBN (Electronic)9781538607701
    DOIs
    Publication statusPublished - 14 Nov 2017
    Event16th IEEE International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2017 - Oxford, United Kingdom
    Duration: 26 Jul 201728 Jul 2017

    Conference

    Conference16th IEEE International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2017
    Country/TerritoryUnited Kingdom
    CityOxford
    Period26/07/1728/07/17

    Keywords

    • Attitude
    • behaviour
    • cognitive processes of the brain
    • job familiarity
    • keystroke behaviour
    • motivation
    • mouse behaviour
    • typing

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