TY - CHAP
T1 - Natural interaction multimodal analysis: Expressivity analysis towards adaptive and personalized interfaces
AU - Asteriadis, Stylianos
AU - Caridakis, George
AU - Malatesta, Lori
AU - Karpouzis, Kostas
PY - 2012
Y1 - 2012
N2 - Intelligent personalized systems often ignore the affective aspect of human behavior and focus more on tactile cues of the user activity. A complete user modelling, though, should also incorporate cues such as facial expressions, speech prosody and gesture or body posture expressivity features, in order to dynamically profile the user, fusing all available modalities since these qualitative affective cues contain significant information about the user's non verbal behavior and communication. Towards this direction, this work focuses on automatic extraction of gestural and head expressivity features and related statistical processing. The perspective of adopting a common formalization of using expressivity features for a multitude of visual, emotional modalities is explored and grounded through an overview of experiments on appropriate corpora and the corresponding analysis. © 2012 IEEE.
AB - Intelligent personalized systems often ignore the affective aspect of human behavior and focus more on tactile cues of the user activity. A complete user modelling, though, should also incorporate cues such as facial expressions, speech prosody and gesture or body posture expressivity features, in order to dynamically profile the user, fusing all available modalities since these qualitative affective cues contain significant information about the user's non verbal behavior and communication. Towards this direction, this work focuses on automatic extraction of gestural and head expressivity features and related statistical processing. The perspective of adopting a common formalization of using expressivity features for a multitude of visual, emotional modalities is explored and grounded through an overview of experiments on appropriate corpora and the corresponding analysis. © 2012 IEEE.
KW - Activity recognition
KW - Emotion estimation
KW - Expressivity features
KW - Gesture recognition
U2 - 10.1109/SMAP.2012.11
DO - 10.1109/SMAP.2012.11
M3 - Chapter
SN - 9780769548876
T3 - Proceedings - 2012 7th International Workshop on Semantic and Social Media Adaptation and Personalization, SMAP 2012
SP - 131
EP - 136
BT - Proceedings - 2012 7th International Workshop on Semantic and Social Media Adaptation and Personalization, SMAP 2012
ER -