| Presentation | 2021-01-27 Coloration of Emotional Expressions in Texts Based on Hue Circle Kuniaki Yuba, Tsunenori Mine, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | When having a conversation using only text, there is sometimes a discrepancy in emotions when using only the written word. Therefore, we tried to solve this problem by visualizing the emotions. To solve this problem, we used the method of coloring emotions by RGB values, assuming that it will be used as an internal emotion value for Chatbot in the future. As a start, we created a color-emotion model by assigning emotions to each of the seven colors except for white, which can be represented by RGB values of [0,255]. We then combined bidirectional GRU with MLP and Attention to learn and measure accuracy. As a result, although the overall accuracy was not as good as the conventional method, we were able to create a model with local superiority. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | RGB / Emotion Learning / GRU / MLP |
| Paper # | AI2020-16 |
| Date of Issue | 2021-01-20 (AI) |
| Conference Information | |
| Committee | AI |
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| Conference Date | 2021/1/27(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Naoki Fukuta(Shizuoka Univ.) |
| Vice Chair | Yuichi Sei(Univ. of Electro-Comm.) / Yuko Sakurai(AIST) |
| Secretary | Yuichi Sei(Nagoya Inst. of Tech.) / Yuko Sakurai(Tokyo Univ. of Agriculture and Technology) |
| Assistant | |
| Paper Information | |
| Registration To | Technical Committee on Artificial Intelligence and Knowledge-Based Processing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Coloration of Emotional Expressions in Texts Based on Hue Circle |
| Sub Title (in English) | |
| Keyword(1) | RGB |
| Keyword(2) | Emotion Learning |
| Keyword(3) | GRU |
| Keyword(4) | MLP |
| 1st Author's Name | Kuniaki Yuba |
| 1st Author's Affiliation | Kyushu University(Kyushu Univ) |
| 2nd Author's Name | Tsunenori Mine |
| 2nd Author's Affiliation | Kyushu University(Kyushu Univ) |
| Date | 2021-01-27 |
| Paper # | AI2020-16 |
| Volume (vol) | vol.120 |
| Number (no) | AI-344 |
| Page | pp.pp.13-18(AI), |
| #Pages | 6 |
| Date of Issue | 2021-01-20 (AI) |