Title :
Assessment of Computer-Supported Collaborative Processes Using Interpersonal Physiological and Eye-Movement Coupling
Author :
Chanel, Guillaume ; Betrancourt, Mireille ; Pun, T. ; Cereghetti, Donato ; Molinari, Gaelle
Author_Institution :
Swiss Center for Affective Sci., Geneva, Switzerland
Abstract :
In this paper we propose a method to assess key collaborative processes during computer-supported group work based on physiological signals and eye-movements. Synchronous interpersonal multimodal signals from 30 dyads were recorded while collaborating remotely. Features measuring how much collaborators´ eye-movements and physiology are coupled were extracted from the obtained time series and two regression models were trained to assess collaboration. Results show that the two coupling measures can be used to predict collaborative processes such as grounding and convergence. Assessing those processes is a major step toward the development of remote collaborative interfaces able to adapt to the users´ social interactions.
Keywords :
behavioural sciences computing; groupware; regression analysis; computer-supported collaborative processes; computer-supported group work; emotion management; eye-movement coupling; eye-movements; interpersonal physiological coupling; physiological signals; regression models; remote collaborative interfaces; social interactions; synchronous interpersonal multimodal signals; Collaboration; Convergence; Correlation; Couplings; Grounding; Physiology; Time series analysis; computer-supported collaboration; dual eye-tracking; interpersonal coupling; physiological signals; regression;
Conference_Titel :
Affective Computing and Intelligent Interaction (ACII), 2013 Humaine Association Conference on
Conference_Location :
Geneva
DOI :
10.1109/ACII.2013.26