DocumentCode :
652742
Title :
Is It Time to Rethink Motion Artifacts? Temporal Relationships between Electrodermal Activity and Body Movements in Real-Life Conditions
Author :
Chellali, Ryad ; Hennig, Shannon
Author_Institution :
Pattern Anal. & Comput. Vision, Ist. Italiano di Tecnol. (IIT), Genoa, Italy
fYear :
2013
fDate :
2-5 Sept. 2013
Firstpage :
330
Lastpage :
335
Abstract :
This work investigates the temporal dynamics between electro dermal activity (EDA) and gestures during real-life public speaking. Wrist movements and EDA were recorded from speakers during a high-stakes public speaking event. The extreme values theory, more typically used for detecting relatively rare events in financial markets or flood calculations, was adapted and combined with continuous wavelet transform to automatically detect significant temporal events from the derivatives of the movement and EDA time series. The literature describing motion artifacts in EDA predicts that detected movement events should precede or co-occur with EDA. In contrast, we also observed a second case in which EDA changes preceded movement (approximately 40% of cases). These results suggest that humans may move or gesture in response to affective changes, which has clear implications for anyone studying arousal and gesture ´in the wild.
Keywords :
image motion analysis; social sciences; social sciences computing; wavelet transforms; EDA changes; EDA time series; arousal; body movements; continuous wavelet transform; electrodermal activity; extreme values theory; financial markets; flood calculations; gesture; high stakes public speaking event; motion artifacts; real life conditions; real life public speaking; temporal dynamics; temporal relationships; wrist movements; Continuous wavelet transforms; Sensors; Shape; Skin; Time series analysis; Real world conditions; continuous wavelet transform; electrodermal activity; extreme values theory; movement artifacts; temporal dynamics;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Affective Computing and Intelligent Interaction (ACII), 2013 Humaine Association Conference on
Conference_Location :
Geneva
ISSN :
2156-8103
Type :
conf
DOI :
10.1109/ACII.2013.61
Filename :
6681452
Link To Document :
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