DocumentCode :
2628255
Title :
Therapy progress indicator (TPI): Combining speech parameters and the subjective unit of distress
Author :
Van Den Broek, Egon L. ; van der Sluis, Frans ; Dijkstra, Ton
Author_Institution :
Center for Telematics & Inf. Technol., Univ. of Twente, Enschede, Netherlands
fYear :
2009
fDate :
10-12 Sept. 2009
Firstpage :
1
Lastpage :
6
Abstract :
A posttraumatic stress disorder (PTSD) is a severe handicap in daily life and its treatment is complex. To evaluate the success of treatments, an objective and unobtrusive expert system was envisioned: an therapy progress indicator (TPI). Speech was considered as an excellent candidate for providing an objective, unobtrusive emotion measure. Speech of 26 PTSD patients was recorded while they participated in two reliving sessions: re-experiencing their last panic attack and their last joyful occasion. As a subjective measure, the subjective unit of distress was determined, which enabled the validation of derived speech features. A set of parameters of the speech features: signal, power, zero crossing ratio, and pitch, was found to discriminate between the two sessions. A regression model involving these parameters was able to distinguish between positive and negative distress. This model lays the foundation for an TPI for patients with PTSD, which enables objective and unobtrusive evaluations of therapies.
Keywords :
emotion recognition; expert systems; patient treatment; psychology; regression analysis; speech processing; emotion measure; expert system; joyful occasion; negative distress; panic attack; patient treatment; pitch; positive distress; posttraumatic stress disorder; power; regression model; signal; speech parameter; therapy progress indicator; zero crossing ratio; Cognition; Expert systems; Helium; Information technology; Measurement units; Medical treatment; Pervasive computing; Speech; Stress; Telematics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Affective Computing and Intelligent Interaction and Workshops, 2009. ACII 2009. 3rd International Conference on
Conference_Location :
Amsterdam
Print_ISBN :
978-1-4244-4800-5
Electronic_ISBN :
978-1-4244-4799-2
Type :
conf
DOI :
10.1109/ACII.2009.5349554
Filename :
5349554
Link To Document :
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