| Presentation | 2021-11-26 Deep Learning Hybrid Models for Sentiment Analysis Yunpeng Rong, Jun Ohkubo, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Sentiment analysis (SA), which can analyze the public attitudes towards various texts, has earned increasing attention from researchers. Recent research confirmed that deep learning models show great potential to accomplish the SA tasks because of their flexible structure. This research introduces a hybrid deep learning-based model named attention pooling-based dilated convolution neural network (APDCNN) for implementing the SA tasks. We also conducted experiments to compare its performance with some other previous models, whose results show that dilated operation enhances the performance of our hybrid model without increasing its computational complexity. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Sentiment analysisAttention poolingDilated convolution neural network |
| Paper # | NC2021-30 |
| Date of Issue | 2021-11-19 (NC) |
| Conference Information | |
| Committee | NC / MBE |
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| Conference Date | 2021/11/26(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Rieko Osu(Waseda Univ.) / Ryuhei Okuno(Setsunan Univ.) |
| Vice Chair | Hiroshi Yamakawa(Univ of Tokyo) / Junichi Hori(Niigata Univ.) |
| Secretary | Hiroshi Yamakawa(ATR) / Junichi Hori(NICT) |
| Assistant | Nobuhiko Wagatsuma(Toho Univ.) / Tomoki Kurikawa(KMU) / Jun Akazawa(Meiji Univ. of Integrative Medicine) / Emi Yuda(Tohoku Univ) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on ME and Bio Cybernetics |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Deep Learning Hybrid Models for Sentiment Analysis |
| Sub Title (in English) | |
| Keyword(1) | Sentiment analysisAttention poolingDilated convolution neural network |
| 1st Author's Name | Yunpeng Rong |
| 1st Author's Affiliation | Saitama University(Saitama Univ.) |
| 2nd Author's Name | Jun Ohkubo |
| 2nd Author's Affiliation | Saitama University(Saitama Univ.) |
| Date | 2021-11-26 |
| Paper # | NC2021-30 |
| Volume (vol) | vol.121 |
| Number (no) | NC-271 |
| Page | pp.pp.13-17(NC), |
| #Pages | 5 |
| Date of Issue | 2021-11-19 (NC) |