| Presentation | 2019-03-14 A study on the probabilistic information processing using a machine learning result Shun Kataoka, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We consider a framework of the probabilistic information processing utilizing the machine learning result. In probabilistic information processing, probabilistic models are usually designed by using some parameters and values of these parameters are determined so as to express the observed signal. In this study, we propose a new parameter estimation method based on EM algorithm and machine learning result. Because the purpose of the machine learning is to find parameters that express the properties of the signals of the world, we expect that the parameters expressing the observed signal can be effectively obtained by utilizing the machine learning result. We numerically verified our method by using the artificial data |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | probabilistic information processing / maximum likelihood estimation / EM algorithm / statical machine learning |
| Paper # | MSS2018-89 |
| Date of Issue | 2019-03-07 (MSS) |
| Conference Information | |
| Committee | NLP / MSS |
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| Conference Date | 2019/3/14(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Bunkyo Camp., Univ. of Fukui |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | SICE-DES, IEICE-MSS, IEICE-NLP, Work In Progress, and etc. |
| Chair | Norikazu Takahashi(Okayama Univ.) / Morikazu Nakamura(Univ. of Ryukyus) |
| Vice Chair | Hiroaki Kurokawa(Tokyo Univ. of Tech.) / Shigemasa Takai(Osaka Univ.) |
| Secretary | Hiroaki Kurokawa(Hiroshima Inst. of Tech.) / Shigemasa Takai(Nippon Inst. of Tech.) |
| Assistant | Masayuki Kimura(Kyoto Univ.) / Yutaka Shimada(Saitama Univ.) / Hideki Kinjo(Okinawa Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems / Technical Committee on Mathematical Systems Science and its applications |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | A study on the probabilistic information processing using a machine learning result |
| Sub Title (in English) | |
| Keyword(1) | probabilistic information processing |
| Keyword(2) | maximum likelihood estimation |
| Keyword(3) | EM algorithm |
| Keyword(4) | statical machine learning |
| 1st Author's Name | Shun Kataoka |
| 1st Author's Affiliation | Otaru University of Commerce(OUC) |
| Date | 2019-03-14 |
| Paper # | MSS2018-89 |
| Volume (vol) | vol.118 |
| Number (no) | MSS-499 |
| Page | pp.pp.45-50(MSS), |
| #Pages | 6 |
| Date of Issue | 2019-03-07 (MSS) |