Automatic analysis of vocal manifestations of apparent mood or affect

نویسندگان

  • E. P. Rosenfeld
  • Dominic W. Massaro
  • J. Bernstein
چکیده

Skilled clinicians are able to integrate linguistic, paralinguistic, and non-linguistic cues in the assessment of mood disorders. This project identified durationand amplitude-based aspects of the speech signal that can be measured automatically by computer and which provide paralinguistic information about the apparent affect of a speech sample. A group of 40 experimental subjects produced 1584 spoken renditions of sentences, in 3 conditions, uninstructed, depressive, or manic. An automatic speech recognition system extracted 10 paralinguistic parameter values from each of these spoken responses. Psychotherapists have a relatively uniform model of depressive and manic speech patterns, which shows up in distinct paralinguistic features of their speech when simulating these states. Several features are significantly different in the three simulated emotional states and these features can be detected automatically.

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تاریخ انتشار 2003