| Presentation | 2020-01-09 Statistical Learning Theory of Data changed in Value Satoshi Kataoka, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In Statistical Learning Theory, the accuracy of inference is evaluated by generalization loss or free energy of true distribution. When data is changed in value because of data preprocessing, record miss and so on, the distribution used by inference changes too and we did not know behavor of generalization loss of the distribution before changing. Newly in this paper, we derive theoretical behavor of generalization loss of the distribution before changing and check the correctness by numerical experiment. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | generalization loss / statistical learning theorey / data changed in value |
| Paper # | IBISML2019-21 |
| Date of Issue | 2020-01-02 (IBISML) |
| Conference Information | |
| Committee | IBISML |
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| Conference Date | 2020/1/9(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | ISM |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Machine learning, etc. |
| Chair | Hisashi Kashima(Kyoto Univ.) |
| Vice Chair | Masashi Sugiyama(Univ. of Tokyo) / Koji Tsuda(Univ. of Tokyo) |
| Secretary | Masashi Sugiyama(Nagoya Inst. of Tech.) / Koji Tsuda(AIST) |
| Assistant | Tomoharu Iwata(NTT) / Shigeyuki Oba(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Infomation-Based Induction Sciences and Machine Learning |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Statistical Learning Theory of Data changed in Value |
| Sub Title (in English) | |
| Keyword(1) | generalization loss |
| Keyword(2) | statistical learning theorey |
| Keyword(3) | data changed in value |
| 1st Author's Name | Satoshi Kataoka |
| 1st Author's Affiliation | Tokyo Institute of Technology(Titech) |
| Date | 2020-01-09 |
| Paper # | IBISML2019-21 |
| Volume (vol) | vol.119 |
| Number (no) | IBISML-360 |
| Page | pp.pp.25-30(IBISML), |
| #Pages | 6 |
| Date of Issue | 2020-01-02 (IBISML) |