DocumentCode :
2260688
Title :
The study on text emotional orientation based on a three-dimensional emotion space model
Author :
Li, Huana ; Ren, Fuji
Author_Institution :
Fac. of Eng., Univ. of Tokushima, Tokushima, Japan
fYear :
2009
fDate :
24-27 Sept. 2009
Firstpage :
1
Lastpage :
6
Abstract :
In order to recognize human emotion, a three-dimensional (3D) emotion space model was established and used to identify the text emotional orientation visually and intuitively. An emotion dictionary contains informations of eight basic emotions, was built based on the emotion corpus. By using this emotion dictionary, emotion keywords which behave distributions of 3D structure can be projected into the emotion space. Emotion distributions were transformed into an emotion matrix. By analyzing the emotion matrix, not only binary classification of texts but also multi-emotion attributes can be investigated. The best precision 91% of a binary classification is obtained in this work.
Keywords :
emotion recognition; matrix algebra; pattern classification; text analysis; 3D structure distribution; binary classification; emotion dictionary; emotion matrix; human emotion recognition; text emotional orientation; three-dimensional emotion space model; Brightness; Dictionaries; Emotion recognition; Humans; Information processing; Internet; Psychology; Text processing; Text recognition; Visualization; Emotion dictionary; Emotion matrix; Emotion space; Emotional orientation; Three-dimensional; Visualization;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Natural Language Processing and Knowledge Engineering, 2009. NLP-KE 2009. International Conference on
Conference_Location :
Dalian
Print_ISBN :
978-1-4244-4538-7
Electronic_ISBN :
978-1-4244-4540-0
Type :
conf
DOI :
10.1109/NLPKE.2009.5313815
Filename :
5313815
Link To Document :
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