• DocumentCode
    3734157
  • Title

    Employing think-aloud protocol to connect user emotions and mouse movements

  • Author

    Avar Pentel

  • Author_Institution
    Institute of Informatics, Tallinn University, Tallinn, Estonia
  • fYear
    2015
  • fDate
    7/1/2015 12:00:00 AM
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    This paper describes unobtrusive method for user confusion detection by monitoring mouse movements. A special computer game was designed to collect mouse logs. Think-aloud protocol was used in order to identify the states of confusion. Features extracted from mouse movement´s logs were used in training dataset. Support Vector Machines, Logistic Regression, C4.5 and Random Forest were used to build classification models. Model generated by Random Forest yield to best classification results with f-score 0.938.
  • Keywords
    "Mice","Games","Protocols","Standards","Brain modeling","Context","Data collection"
  • Publisher
    ieee
  • Conference_Titel
    Information, Intelligence, Systems and Applications (IISA), 2015 6th International Conference on
  • Type

    conf

  • DOI
    10.1109/IISA.2015.7387970
  • Filename
    7387970