• DocumentCode
    3121068
  • Title

    A sensor-assisted model for estimating the accuracy of learning retention in computer classroom

  • Author

    Hwang, Jan-Pan ; Wu, Ting-Ting ; Lai, Fu-Jou ; Huang, Yueh-Min

  • Author_Institution
    Dept. of Eng. Sci., Nat. Cheng Kung Univ., Tainan, Taiwan
  • fYear
    2011
  • fDate
    Nov. 28 2011-Dec. 1 2011
  • Firstpage
    650
  • Lastpage
    654
  • Abstract
    Modern lifestyle is closely associated with information technology, and sensor technology is particularly used, especially in learning and education. This study proposed a sensor-assisted learning system using sensor technology, in order to determine the learning retention of learners in the learning process, and further provide assistance or feedback. The identification rule of this system is constructed based on decision tree algorithm ID3 (C4.5). The system determined the learning retention according to the learners´ visual attention recognition, sitting position variability, and physiological signals analysis.
  • Keywords
    computer aided instruction; decision trees; educational technology; sensors; computer classroom; decision tree algorithm; identification rule; information technology; learners visual attention recognition; learning retention; sensor assisted learning system; sensor assisted model; sensor technology; signals analysis; Accuracy; Computers; Decision trees; Error analysis; Heart rate variability; Reactive power; Decision tree; ID3; Learning Retention; Sensor technology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Sensing Technology (ICST), 2011 Fifth International Conference on
  • Conference_Location
    Palmerston North
  • ISSN
    2156-8065
  • Print_ISBN
    978-1-4577-0168-9
  • Type

    conf

  • DOI
    10.1109/ICSensT.2011.6137063
  • Filename
    6137063