Title :
An experimentation on creating a mental state transition network
Author :
Xiang, Hua ; Ren, Fuji ; Kuroiwa, Shingo ; Jiang, Peilin
Author_Institution :
Dept. of Inf. Sci. & Intelligent Syst., Tokushima Univ., Japan
fDate :
27 June-3 July 2005
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.
Keywords :
emotion recognition; human computer interaction; psychology; statistical distributions; affective computing; artificial psychology model; emotion recognition; emotion synthesis; emotional transitional probability distribution; human-computer interaction; mental state transition network; pragmatic mental model; psychological questionnaires; Artificial intelligence; Cognitive science; Computational modeling; Computer simulation; Emotion recognition; Hidden Markov models; Humans; Intelligent robots; Probability distribution; Psychology;
Conference_Titel :
Information Acquisition, 2005 IEEE International Conference on
Print_ISBN :
0-7803-9303-1
DOI :
10.1109/ICIA.2005.1635127