• DocumentCode
    2101034
  • Title

    Improvement of emotion recognition by Bayesian classifier using non-zero-pitch concept

  • Author

    Hyun, Kyung Hak ; Kim, Eun Ho ; Kwak, Yoon Keun

  • Author_Institution
    Dept. of Mech. Eng., Korea Adv. Inst. of Sci. & Technol., Daejeon, South Korea
  • fYear
    2005
  • fDate
    13-15 Aug. 2005
  • Firstpage
    312
  • Lastpage
    316
  • Abstract
    Emotion recognition is an important factor in the development of human-robot interactions (HRI) and especially, the pitch information is considered for features related to emotion in speech emotion recognition. Thus, in this paper, the goal is to propose the improved method to recognize the emotion by pitch, "non-zero-pitch", that is, the pitch contour does not have the zero value. We have applied this concept to a Bayesian classifier, and obtained better results for emotion recognition than those attained using the previous pitch contour. In this study, we explain precisely the concept of "non-zero-pitch" and show its superiority over the previous pitch concept. Moreover, it is also important to determine emotions to be classified. In general, many researchers of emotion recognition use the classification of primary emotions such as anger, joy, and so on. However, they differ on the number and kind of primary emotions to use and generally fail to explain the rationale for their classification. Psychologists have also debated the topic of primary emotions. In the present study we propose a classification method of primary emotions for the field of HRI.
  • Keywords
    emotion recognition; pattern classification; robots; user interfaces; Bayesian classifier; emotion recognition; head-robots; human-robot interactions; nonzero-pitch concept; pitch information; Bayesian methods; Emotion recognition; Human robot interaction; Intelligent robots; Legged locomotion; Mechanical engineering; Psychology; Research and development; Robotics and automation; Speech;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Robot and Human Interactive Communication, 2005. ROMAN 2005. IEEE International Workshop on
  • Print_ISBN
    0-7803-9274-4
  • Type

    conf

  • DOI
    10.1109/ROMAN.2005.1513797
  • Filename
    1513797