• DocumentCode
    3156774
  • Title

    Jitter measurements for performance enhancement in the service sector

  • Author

    Jacob, Agnes ; Mythili, P.

  • Author_Institution
    Div. of Electron., Cochin Univ., Kochi, India
  • fYear
    2011
  • fDate
    16-18 Dec. 2011
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    In a leading service economy like India, services lie at the very center of economic activity. Competitive organizations now look not only at the skills and knowledge, but also at the behavior required by an employee to be successful on the job. Emotionally competent employees can effectively deal with occupational stress and maintain psychological well-being. This study explores the scope of the first two formants and jitter to assess seven common emotional states present in the natural speech in English. The k-means method was used to classify emotional speech as neutral, happy, surprised, angry, disgusted and sad. The accuracy of classification obtained using raw jitter was more than 65 percent for happy and sad but less accurate for the others. The overall classification accuracy was 72% in the case of preprocessed jitter. The experimental study was done on 1664 English utterances of 6 females. This is a simple, interesting and more proactive method for employees from varied backgrounds to become aware of their own communication styles as well as that of their colleagues´ and customers and is therefore socially beneficial. It is a cheap method also as it requires only a computer. Since knowledge of sophisticated software or signal processing is not necessary, it is easy to analyze.
  • Keywords
    industrial psychology; pattern classification; personnel; service industries; speech processing; India; emotional speech classification; emotionally competent employee; jitter measurement; k-means method; occupational stress; performance enhancement; psychological well-being; service sector; Accuracy; Emotion recognition; Humans; Jitter; Organizations; Speech; Speech recognition; communication style; formants; jitter; services;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    India Conference (INDICON), 2011 Annual IEEE
  • Conference_Location
    Hyderabad
  • Print_ISBN
    978-1-4577-1110-7
  • Type

    conf

  • DOI
    10.1109/INDCON.2011.6139496
  • Filename
    6139496