DocumentCode :
27944
Title :
Interpersonal Coordination of HeadMotion in Distressed Couples
Author :
Hammal, Zakia ; Cohn, J.F. ; George, David Ted
Author_Institution :
Robot. Inst., Carnegie Mellon Univ., Pittsburgh, PA, USA
Volume :
5
Issue :
2
fYear :
2014
fDate :
April-June 1 2014
Firstpage :
155
Lastpage :
167
Abstract :
In automatic emotional expression analysis, head motion has been considered mostly a nuisance variable, something to control when extracting features for action unit or expression detection. As an initial step toward understanding the contribution of head motion to emotion communication, we investigated the interpersonal coordination of rigid head motion in intimate couples with a history of interpersonal violence. Episodes of conflict and non-conflict were elicited in dyadic interaction tasks and validated using linguistic criteria. Head motion parameters were analyzed using Student´s paired t-tests; actor-partner analyses to model mutual influence within couples; and windowed cross-correlation to reveal dynamics of change in direction of influence over time. Partners´ RMS angular displacement for yaw and RMS angular velocity for pitch and yaw each demonstrated strong mutual influence between partners. Partners´ RMS angular displacement for pitch was higher during conflict. In both conflict and non-conflict, head angular displacement and angular velocity for pitch and yaw were strongly correlated, with frequent shifts in lead-lag relationships. The overall amount of coordination between partners´ head movement was more highly correlated during non-conflict compared with conflict interaction. While conflict increased head motion, it served to attenuate interpersonal coordination.
Keywords :
angular measurement; angular velocity; emotion recognition; feature extraction; motion estimation; RMS angular velocity; actor-partner analyses; automatic emotional expression analysis; distressed couples; dyadic interaction tasks; emotion communication; expression detection; feature extraction; head angular displacement; head angular velocity; interpersonal rigid head motion coordination; lead-lag relationships; linguistic criteria; partner RMS angular displacement; pitch; student paired t-tests; windowed cross-correlation; yaw; Dynamics; Educational institutions; Feature extraction; History; Pragmatics; Robot kinematics; Interpersonal coordination; actor-partner analysis; head motion; windowed cross-correlation;
fLanguage :
English
Journal_Title :
Affective Computing, IEEE Transactions on
Publisher :
ieee
ISSN :
1949-3045
Type :
jour
DOI :
10.1109/TAFFC.2014.2326408
Filename :
6823675
Link To Document :
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