Presentation 2019-09-28
Semi-supervised learning for sentiment analysis by using Triple-GAN
Jincheng Yang, Rui Cao, Jing Bai, Wen Ma, Hiroyuki Shinnou,
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Abstract(in Japanese) (See Japanese page)
Abstract(in English) GAN has become an effective method in the field of image,but inthe field of NLP,It's difficult to design a generation system andit can not be sovled effectively.However there is a possibility toavoid generation problems by expressing the document embeddings.wetry to apply Triple-GAN which is one of semi-supervised learningGAN,by expressing the document as embeddings expressiong,to solveemotion analysis.
Keyword(in Japanese) (See Japanese page)
Keyword(in English) Triple-GAN / semi-supervised / Distributed representation / Sentiment analysis
Paper # NLC2019-26
Date of Issue 2019-09-20 (NLC)

Conference Information
Committee NLC / IPSJ-DC
Conference Date 2019/9/27(2days)
Place (in Japanese) (See Japanese page)
Place (in English) Future Corporation
Topics (in Japanese) (See Japanese page)
Topics (in English) The Thirteenth Text Analytics Symposium
Chair Takeshi Sakaki(Hottolink) / Ryoji Akimoto(Toppan Printing)
Vice Chair Mitsuo Yoshida(Toyohashi Univ. of Tech.) / Kazutaka Shimada(Kyushu Inst. of Tech.)
Secretary Mitsuo Yoshida(Ryukoku Univ.) / Kazutaka Shimada(NTT) / (Future Univ. Hakodate)
Assistant Takeshi Kobayakawa(NHK) / Hiroki Sakaji(Univ. of Tokyo)

Paper Information
Registration To Technical Committee on Natural Language Understanding and Models of Communication / Special Interest Group on Document Communication
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Semi-supervised learning for sentiment analysis by using Triple-GAN
Sub Title (in English)
Keyword(1) Triple-GAN
Keyword(2) semi-supervised
Keyword(3) Distributed representation
Keyword(4) Sentiment analysis
1st Author's Name Jincheng Yang
1st Author's Affiliation Ibaraki University(Ibaraki Univ.)
2nd Author's Name Rui Cao
2nd Author's Affiliation Ibaraki University(Ibaraki Univ.)
3rd Author's Name Jing Bai
3rd Author's Affiliation Ibaraki University(Ibaraki Univ.)
4th Author's Name Wen Ma
4th Author's Affiliation Ibaraki University(Ibaraki Univ.)
5th Author's Name Hiroyuki Shinnou
5th Author's Affiliation Ibaraki University(Ibaraki Univ.)
Date 2019-09-28
Paper # NLC2019-26
Volume (vol) vol.119
Number (no) NLC-212
Page pp.pp.99-102(NLC),
#Pages 4
Date of Issue 2019-09-20 (NLC)