Title :
Connecting Meeting Behavior with Extraversion—A Systematic Study
Author :
Lepri, Bruno ; Subramanian, Ramanathan ; Kalimeri, K. ; Staiano, Jacopo ; Pianesi, Fabio ; Sebe, Nicu
Author_Institution :
MIT Media Lab., FBK-Found. Bruno Kessler, Trento, Italy
Abstract :
This work investigates the suitability of medium-grained meeting behaviors, namely, speaking time and social attention, for automatic classification of the Extraversion personality trait. Experimental results confirm that these behaviors are indeed effective for the automatic detection of Extraversion. The main findings of our study are that: 1) Speaking time and (some forms of) social gaze are effective indicators of Extraversion, 2) classification accuracy is affected by the amount of time for which meeting behavior is observed, 3) independently considering only the attention received by the target from peers is insufficient, and 4) distribution of social attention of peers plays a crucial role.
Keywords :
classification; psychology; social sciences computing; automatic classification; automatic detection; classification accuracy; extraversion personality trait; medium-grained meeting behaviors; social attention; social gaze; speaking time; Computer vision; Context awareness; Ethics; Feature extraction; Human factors; Information processing; Man machine systems; Psychology; Speech recognition; User/machine systems; human-information processing; psychology; vision and scene understanding;
Journal_Title :
Affective Computing, IEEE Transactions on
DOI :
10.1109/T-AFFC.2012.17