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