DocumentCode
116145
Title
Cognitive reasoning and inferences through psychologically based personalised modelling of emotions using associative classifiers
Author
Ayesh, Aladdin ; Arevalillo-Herraez, Miguel ; Ferri, Francesc J.
Author_Institution
De Montfort Univ., Leicester, UK
fYear
2014
fDate
18-20 Aug. 2014
Firstpage
67
Lastpage
72
Abstract
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.
Keywords
cognition; emotion recognition; image classification; image sensors; psychology; AUs; Microsoft Kinect; action units; associative classifiers; cognitive inferences; cognitive reasoning; computational emotions; consumer technologies; emotion expression; learning environments; person individuality encoding; psychologically based personalised modelling; Adaptation models; Analytical models; Computational modeling; Correlation; Gold; Numerical models; Psychology; Kinect; computational psychoanalysis; emotion modelling; personified adaptive interfaces; sentiment analysis; user-centred emotion detection;
fLanguage
English
Publisher
ieee
Conference_Titel
Cognitive Informatics & Cognitive Computing (ICCI*CC), 2014 IEEE 13th International Conference on
Conference_Location
London
Print_ISBN
978-1-4799-6080-4
Type
conf
DOI
10.1109/ICCI-CC.2014.6921443
Filename
6921443
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