| Presentation | 2018-06-28 Analysis of solution diversity about topic model Toshio Uchiyama, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A Topic model is known as a useful statistical model for analyzing text data and images. Many different parameters (solutions) of a topic model can be obtained due to different initial conditions. To utilize diversity of solutions, we proposed the method to assign coordinate values to the solutions by defining inner product (similarity) between solutions, where inner product is normalized mutual information between them. Through the experiment for one document data set, usefulness of the proposed analysis method had been shown. In this report, we apply it to various document data and analyze it, and show the experimental results and investigate them. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | topic model / diversity of solutions / normalized mutual information |
| Paper # | PRMU2018-26,SP2018-6 |
| Date of Issue | 2018-06-21 (PRMU, SP) |
| Conference Information | |
| Committee | PRMU / SP |
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| Conference Date | 2018/6/28(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Shinichi Sato(NII) / Yoichi Yamashita(Ritsumeikan Univ.) |
| Vice Chair | Yoshihisa Ijiri(Omron) / Toru Tamaki(Hiroshima Univ.) / Akinobu Ri(Nagoya Inst. of Tech.) |
| Secretary | Yoshihisa Ijiri(NEC) / Toru Tamaki(Osaka Univ.) / Akinobu Ri(Kyoto Univ.) |
| Assistant | Go Irie(NTT) / Yoshitaka Ushiku(Univ. of Tokyo) / Tomoki Koriyama(Tokyo Inst. of Tech.) / Satoshi Kobashikawa(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Pattern Recognition and Media Understanding / Technical Committee on Speech |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Analysis of solution diversity about topic model |
| Sub Title (in English) | |
| Keyword(1) | topic model |
| Keyword(2) | diversity of solutions |
| Keyword(3) | normalized mutual information |
| 1st Author's Name | Toshio Uchiyama |
| 1st Author's Affiliation | Hokkaido Information University(HIU) |
| Date | 2018-06-28 |
| Paper # | PRMU2018-26,SP2018-6 |
| Volume (vol) | vol.118 |
| Number (no) | PRMU-111,SP-112 |
| Page | pp.pp.25-30(PRMU), pp.25-30(SP), |
| #Pages | 6 |
| Date of Issue | 2018-06-21 (PRMU, SP) |