TY - GEN
T1 - Cognitive reasoning and inferences through psychologically based personalised modelling of emotions using associative classifiers
AU - Ayesh, Aladdin
AU - Arevalillo-Herraez, Miguel
AU - Ferri, Francesc J.
N1 - Publisher Copyright:
© 2014 IEEE.
Acknowledgement:
This work has been partially supported by the Spanish Ministry of Economy and Competitiveness through project TIN2011-29221-CO3-O2. The authors would also like to thanks the University of Valencia for the funding of the stay where this work was initiated and De Montfort University for the support.
PY - 2014/10/16
Y1 - 2014/10/16
N2 - The development of Microsoft Kinect opened up the research field of computational emotions to a wide range of applications, such as learning environments, which are excellent candidates to trial computational emotions based algorithms but were never feasible for given consumer technologies. Whilst Kinect is accessible and affordable technology it comes with its' own additional challenges such as the limited number of extracted Action Units (AUs). This paper presents a new approach that attempts at finding patterns of interaction between AUs and each other on one hand and patterns that link the related AUs to a given emotion. In doing so, this paper presents the ground work necessary to reach a model for dynamically generating personified set of rules relating AUs and emotions implicitly encoding a person individuality in expressing emotions.
AB - The development of Microsoft Kinect opened up the research field of computational emotions to a wide range of applications, such as learning environments, which are excellent candidates to trial computational emotions based algorithms but were never feasible for given consumer technologies. Whilst Kinect is accessible and affordable technology it comes with its' own additional challenges such as the limited number of extracted Action Units (AUs). This paper presents a new approach that attempts at finding patterns of interaction between AUs and each other on one hand and patterns that link the related AUs to a given emotion. In doing so, this paper presents the ground work necessary to reach a model for dynamically generating personified set of rules relating AUs and emotions implicitly encoding a person individuality in expressing emotions.
KW - computational psychoanalysis
KW - emotion modelling
KW - Kinect
KW - personified adaptive interfaces
KW - sentiment analysis
KW - user-centred emotion detection
UR - http://www.scopus.com/inward/record.url?scp=84911150020&partnerID=8YFLogxK
U2 - 10.1109/ICCI-CC.2014.6921443
DO - 10.1109/ICCI-CC.2014.6921443
M3 - Published conference contribution
AN - SCOPUS:84911150020
T3 - Proceedings of 2014 IEEE 13th International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2014
SP - 67
EP - 72
BT - Proceedings of 2014 IEEE 13th International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2014
A2 - Patel, Shushma
A2 - Wang, Yingxu
A2 - Kinsner, Witold
A2 - Patel, Dilip
A2 - Fariello, Gabriele
A2 - Zadeh, Lotfi A.
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 13th IEEE International Conference on Cognitive Informatics and Cognitive Computing, ICCI*CC 2014
Y2 - 18 August 2014 through 20 August 2014
ER -