DocumentCode
3142430
Title
Complex emotion categorization and tagging for Chinese
Author
Jiang, Peilin ; Ren, Fuji ; Wang, Fei ; Zheng, Nanning
Author_Institution
Inst. of Artificial Intell. & Robot., Xi´´an Jiaotong Univ., Xi´´an, China
fYear
2011
fDate
27-29 Nov. 2011
Firstpage
334
Lastpage
339
Abstract
To understand emotion and make machine emotion is one of the goals of affective computing. In order to understand language from interface of machine, both the meaning and the emotion are necessary to be interpreted correctly. But until now the study of fine-grained theory of emotion is still full of challenges. In this paper, a novel method to analyze emotion category is proposed according to the statistics of affective word hierarchy in Dictionary of contemporary Chinese. The emotion hierarchy is called complex emotion. Firstly, over 7,000 common affective words have be annotated and their detailed explanations had been collected for an affective lexicon, then we analyze the consistent relationship in the affective lexicon and consequently 52 salient complex emotion state hierarchies are categorized and tagged by a lexical affective clustering algorithm. The complex emotions are compared to the traditional definitions of basic emotions in psychology and have been evaluated to be valid by kappa value in the experiment. Moreover we also have tagged the semantic orientation for the collected words.
Keywords
dictionaries; emotion recognition; natural language interfaces; natural language processing; pattern clustering; statistical analysis; text analysis; Dictionary of contemporary Chinese; affective computing; affective lexicon; affective word hierarchy statistics; emotion categorization; emotion state hierarchy; emotion tagging; emotion understanding; kappa value; language understanding; lexical affective clustering algorithm; machine emotion; machine interface; psychology; semantic orientation; Clustering algorithms; Dictionaries; Educational institutions; Presses; Psychology; Semantics; Tagging; Affective word annotation; affective clustering; complex emotion;
fLanguage
English
Publisher
ieee
Conference_Titel
Natural Language Processing andKnowledge Engineering (NLP-KE), 2011 7th International Conference on
Conference_Location
Tokushima
Print_ISBN
978-1-61284-729-0
Type
conf
DOI
10.1109/NLPKE.2011.6138220
Filename
6138220
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