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A Vietnamese adjective emotion dictionary based on exploitation of Vietnamese language characteristics

Phu V.N. Institute of Research and Development, Duy Tan University - DTU, Da Nang, Viet Nam|
Dat N.D. Faculty of Information Technology, Cao Thang College, Ho Chi Minh City, Viet Nam| Tran V.T.N. School of Industrial Management (SIM), Ho Chi Minh City University of Technology, Vietnam National University, Ho Chi Minh City, Viet Nam| Chau V.T.N. Computer Science and Engineering (CSE), Ho Chi Minh City University of Technology, Vietnam National University, Ho Chi Minh City, Viet Nam|

Artificial Intelligence Review Số 1, năm 2018 (Tập 50, trang 93-159)

DOI: 10.1007/s10462-017-9538-6

Tài liệu thuộc danh mục: Scopus

Artif Intell Rev

English

Từ khóa: Classification (of information); Search engines; Emotion classification; Semantic classification; Sentiment classification; Sentiment dictionaries; Vietnamese; Semantics
Tóm tắt tiếng anh
Emotion classification is used in many commercial applications and research applications. The semantic classification models (or sentiment classification methods) are based on the vocabulary of the emotion dictionary being studied and being used very much to this day. In this study, a Vietnamese sentiment dictionary includes Vietnamese terms (Vietnamese nouns, Vietnamese verbs, Vietnamese adjectives, etc.) which the valences (and polarities) are calculated by using Ochiai measure through Google search engine and many Vietnamese adjective phrases which the valences (and polarities) are identified based on Vietnamese language characteristics. The Vietnamese adjectives often bear emotion which values (or semantic scores) are not fixed and are changed when they appear in different contexts of these phrases. Therefore, if the Vietnamese adjectives bring sentiment and their semantic values (or their sentiment scores) are not changed in any context, then the results of the emotion classification are not high accuracy. We propose many rules based on Vietnamese language characteristics to determine the emotional values of the Vietnamese adjective phrases bearing sentiment in specific contexts. Our Vietnamese sentiment adjective dictionary is widely used in applications and researches of the Vietnamese semantic classification. � 2017, Springer Science+Business Media Dordrecht.

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