• DocumentCode
    3114650
  • Title

    Automatic Quantitative Evaluation of Emotions in E-learning Applications

  • Author

    Scotti, Stefano ; Mauri, Maurizio ; Barbieri, Riccardo ; Jawad, Bassam ; Cerutti, Sergio ; Mainardi, Luca ; Brown, Emery N. ; Villamira, Marco A.

  • Author_Institution
    Bioeng. Dept., Polytech. Univ., Milan
  • fYear
    2006
  • fDate
    Aug. 30 2006-Sept. 3 2006
  • Firstpage
    1359
  • Lastpage
    1362
  • Abstract
    The long term goal of our research is to develop a tool for recognizing human emotions during e-learning processes. This could be accomplished by combining quantitative indexes extracted from non-invasive recordings of four physiological signals: namely skin conductance, blood volume pulse, electrocardiogram and electroencephalogram. Wearable, non-invasive sensors, communicating with a PC, were applied to 30 students and data were collected during exposure to three different computer-mediated content stimuli designed to evoke specific emotional states: stress, relaxation and engagement. In this paper we describe both the general emotion evaluation algorithm, and present a preliminary results suggesting that some of the quantitative indexes may be successful in characterizing and distinguishing between the three different emotional states
  • Keywords
    biomedical equipment; biomedical measurement; electrocardiography; electroencephalography; emotion recognition; haemodynamics; medical computing; psychology; skin; automatic quantitative evaluation; blood volume pulse; computer-mediated content stimuli; e-learning applications; electrocardiogram; electroencephalogram; emotion evaluation algorithm; emotional states; engagement; human emotions recognition; noninvasive recordings; noninvasive sensors; physiological signals; relaxation; skin conductance; stress; wearable sensors; Biomedical monitoring; Blood; Cities and towns; Computer aided instruction; Electronic learning; Emotion recognition; Humans; Pulse measurements; Skin; USA Councils;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, 2006. EMBS '06. 28th Annual International Conference of the IEEE
  • Conference_Location
    New York, NY
  • ISSN
    1557-170X
  • Print_ISBN
    1-4244-0032-5
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2006.260601
  • Filename
    4462013