| Presentation | 2020-05-29 On MDL Estimation for Location Parameters of Contaminated Gaussian Distributions Kohei Miyamoto, Jun'ichi Takeuchi, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The MDL estimator is defined by the minimizer of total code length of a two part code. The smaller the redundancy of the two part code which defines the MDL estimator is, the smaller upper bound of the risk of the MDL estimator is obtained. When the true density belongs to an known exponential family, a way of construction of a two part code with small redundancy is known. However, for non-exponential families, we need to improve the two part code under some assumptions. In this paper, we discuss this problem for Huber’s contamination models, which are an example of non-exponential families. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | MDL principle / MDL estimator / contamination model |
| Paper # | IT2020-10,EMM2020-10 |
| Date of Issue | 2020-05-21 (IT, EMM) |
| Conference Information | |
| Committee | IT / EMM |
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| Conference Date | 2020/5/28(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Information Security, Information Theory, Information Hiding, etc. |
| Chair | Jun Muramatsu(NTT) / Masaki Kawamura(Yamaguchi Univ.) |
| Vice Chair | Tadashi Wadayama(Nagoya Inst. of Tech.) / Motoi Iwata(Osaka Prefecture Univ.) / Tetsuya Kojima(NIT,Tokyo College) |
| Secretary | Tadashi Wadayama(Saga Univ.) / Motoi Iwata(Senshu University) / Tetsuya Kojima(NIT, Nagano College) |
| Assistant | Hideki Yagi(UEC) / Masaki Inamura(Tokyo Denki Univ.) / Kazuhiro Kono(Kansai Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Information Theory / Technical Committee on Enriched MultiMedia |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | On MDL Estimation for Location Parameters of Contaminated Gaussian Distributions |
| Sub Title (in English) | |
| Keyword(1) | MDL principle |
| Keyword(2) | MDL estimator |
| Keyword(3) | contamination model |
| 1st Author's Name | Kohei Miyamoto |
| 1st Author's Affiliation | Kyushu University(Kyushu Univ.) |
| 2nd Author's Name | Jun'ichi Takeuchi |
| 2nd Author's Affiliation | Kyushu University(Kyushu Univ.) |
| Date | 2020-05-29 |
| Paper # | IT2020-10,EMM2020-10 |
| Volume (vol) | vol.120 |
| Number (no) | IT-43,EMM-42 |
| Page | pp.pp.55-60(IT), pp.55-60(EMM), |
| #Pages | 6 |
| Date of Issue | 2020-05-21 (IT, EMM) |