NDLI: An experimentation on creating a mental state transition network

Content Provider	IEEE Xplore Digital Library
Author	Hua Xiang Ren, F. Kuroiwa, S. Peilin Jiang
Copyright Year	2005
Description	Author affiliation: Dept. of Inf. Sci. & Intelligent Syst., Tokushima Univ., Japan (Hua Xiang; Ren, F.; Kuroiwa, S.)
Abstract	Studies on the model of artificial psychology are the first step in the development of human-computer interaction. As affective computing remains unpredictable, creating a reasonable mental model becomes the primary task for building a hybrid system. A pragmatic mental model is also the fundament of some key topics such as recognition and synthesis of emotions. In this paper a mental state transition network is presented and a psychological experiment based on the model is carried out. In this work, we hypothesize that internal mental movements of a human depend on a mental state transition network that is made up of seven discrete emotional states. And we propose a new method to predict the emotional transitional probability distribution by using psychological questionnaires. The transition probability distribution of the model is calculated through a psychological experiment and the model provided a relatively high precision rate of 0.872 for the 50 random data examples used in an experimentation.
File Size	173546
File Format	PDF
ISBN	0780393031
DOI	10.1109/ICIA.2005.1635127
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2005-06-27
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Emotion recognition Computational modeling Computer simulation Humans Psychology Hidden Markov models Probability distribution Cognitive science Artificial intelligence Intelligent robots
Content Type	Text
Resource Type	Article

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