TY - GEN
T1 - Multi-modal social signal analysis for predicting agreement in conversation settings
AU - Ponce-López, Víctor
AU - Escalera, Sergio
AU - Baró, Xavier
PY - 2013
Y1 - 2013
N2 - In this paper we present a non-invasive ambient intelligence framework for the analysis of non-verbal communication applied to conversational settings. In particular, we apply feature extraction techniques to multi-modal audio-RGB-depth data. We compute a set of behavioral indicators that define communicative cues coming from the fields of psychology and observational methodology. We test our methodology over data captured in victim-offender mediation scenarios. Using different state-of-the-art classification approaches, our system achieve upon 75% of recognition predicting agreement among the parts involved in the conversations, using as ground truth the experts opinions.
AB - In this paper we present a non-invasive ambient intelligence framework for the analysis of non-verbal communication applied to conversational settings. In particular, we apply feature extraction techniques to multi-modal audio-RGB-depth data. We compute a set of behavioral indicators that define communicative cues coming from the fields of psychology and observational methodology. We test our methodology over data captured in victim-offender mediation scenarios. Using different state-of-the-art classification approaches, our system achieve upon 75% of recognition predicting agreement among the parts involved in the conversations, using as ground truth the experts opinions.
KW - computer vision
KW - machine learning
KW - multi-modal human behavior analysis
KW - pattern recognition
KW - social signal processing
UR - http://www.scopus.com/inward/record.url?scp=84892585251&partnerID=8YFLogxK
U2 - 10.1145/2522848.2532594
DO - 10.1145/2522848.2532594
M3 - Article in proceeding
AN - SCOPUS:84892585251
SN - 9781450321297
T3 - ICMI 2013 - Proceedings of the 2013 ACM International Conference on Multimodal Interaction
SP - 495
EP - 501
BT - ICMI 2013 - Proceedings of the 2013 ACM International Conference on Multimodal Interaction
T2 - 2013 15th ACM International Conference on Multimodal Interaction, ICMI 2013
Y2 - 9 December 2013 through 13 December 2013
ER -