DocumentCode :
2087476
Title :
Human behavior state profile mapping based on recalibrated speech affective space model
Author :
Kamaruddin, Norhaslinda ; Wahab, Abdul
Author_Institution :
Fac. of Comput. & Math. Sci., MARA Univ. of Technol. (UiTM), Shah Alam, Malaysia
fYear :
2012
fDate :
Aug. 28 2012-Sept. 1 2012
Firstpage :
2021
Lastpage :
2024
Abstract :
People typically associate health with only physical health. However, health is also interconnected to mental and emotional health. People who are emotionally healthy are in control of their behaviors and experience better quality of life. Hence, understanding human behavior is very important in ensuring the complete understanding of one´s holistic health. In this paper, we attempt to map human behavior state (HBS) profiles onto recalibrated speech affective space model (rSASM). Such an approach is derived from hypotheses that: 1) Behavior is influenced by emotion, 2) Emotion can be quantified through speech, 3) Emotion is dynamic and changes over time and 4) the emotion conveyance is conditioned by culture. Empirical results illustrated that the proposed approach can complement other types of behavior analysis in such a way that it offers more explanatory components from the perspective of emotion primitives (valence and arousal). Four different driving HBS; namely: distracted, laughing, sleepy and normal are profiled onto the rSASM to visualize the correlation between HBS and emotion. This approach can be incorporated in the future behavior analysis to envisage better performance.
Keywords :
behavioural sciences; behavioural sciences computing; feature extraction; medical signal processing; speech; arousal emotion primitives; culture; distracted state; emotion conveyance; emotional health; feature extraction; future behavior analysis; holistic health; human behavior state profile mapping; laughing; mental health; physical health; recalibrated speech affective space model; sleepy; valence emotion primitives; Feature extraction; Humans; Psychology; Speech; Speech recognition; Training; Vehicles; Algorithms; Asian Continental Ancestry Group; Behavior; Calibration; Databases as Topic; Emotions; Humans; Models, Biological; Speech;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
Conference_Location :
San Diego, CA
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4119-8
Electronic_ISBN :
1557-170X
Type :
conf
DOI :
10.1109/EMBC.2012.6346354
Filename :
6346354
Link To Document :
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