| Presentation | 2018-12-07 Review analysis using machine learning interpretation method Takayuki Onogawa, Yuichi Sei, Yasuyuki Tahara, Akihiko Ohsuga, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Many researches targeting review of goods and services are doing today. Although research is conducted from various viewpoints, there are few studies assuming situations such as "to compare concrete competitive products" that consumers often encounter. On the other hand, in recent years, research has been conducted to interpret the output of the machine learning model, so that human beings can understand the reasons for the output. LIME and SP-LIME are representative examples. Therefore, in this research, we analyze the machine learning model that classifies reviews on products by LIME and SP-LIME, and try to extract features of comparison of products seen by users. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Machine leaning / interpretability / natural language processing / LIME |
| Paper # | AI2018-28 |
| Date of Issue | 2018-11-30 (AI) |
| Conference Information | |
| Committee | AI |
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| Conference Date | 2018/12/7(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Tsunenori Mine(Kyushu Univ.) |
| Vice Chair | Daisuke Katagami(Tokyo Polytechnic Univ.) / Naoki Fukuta(Shizuoka Univ.) |
| Secretary | Daisuke Katagami(Ritsumeikan Univ.) / Naoki Fukuta(Univ. of Electro-Comm.) |
| Assistant | Yuko Sakurai(AIST) |
| 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) | Review analysis using machine learning interpretation method |
| Sub Title (in English) | |
| Keyword(1) | Machine leaning |
| Keyword(2) | interpretability |
| Keyword(3) | natural language processing |
| Keyword(4) | LIME |
| 1st Author's Name | Takayuki Onogawa |
| 1st Author's Affiliation | The University of Electro-Communications(UEC) |
| 2nd Author's Name | Yuichi Sei |
| 2nd Author's Affiliation | The University of Electro-Communications(UEC) |
| 3rd Author's Name | Yasuyuki Tahara |
| 3rd Author's Affiliation | The University of Electro-Communications(UEC) |
| 4th Author's Name | Akihiko Ohsuga |
| 4th Author's Affiliation | The University of Electro-Communications(UEC) |
| Date | 2018-12-07 |
| Paper # | AI2018-28 |
| Volume (vol) | vol.118 |
| Number (no) | AI-350 |
| Page | pp.pp.15-18(AI), |
| #Pages | 4 |
| Date of Issue | 2018-11-30 (AI) |