| Presentation | 2020-01-09 Dimensionality reduction method for gaussian process posteriors based on information geometry Hideaki Ishibashi, Shotaro Akaho, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper proposes an extension of principal component analysis for gaussian process posteriors which is denoted by GP-PCA. GP-PCA can be applied to multi-task learning, meta-learning and transfer learning. The issue is how to define an structure of a set of GP posteriors such as a coordinate system and a distance. In this study, we define infinite dimensional structure reduced to finite dimensional structure based on information geometry. Especially, we show that a set of GP posteriors becomes a finite dimensional dually flat. Moreover, we demonstrate the effectiveness of GP-PCA through experiments. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | information geometry / gaussian process / multi-task learning / meta-learning / transfer learning |
| Paper # | IBISML2019-20 |
| 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) | Dimensionality reduction method for gaussian process posteriors based on information geometry |
| Sub Title (in English) | |
| Keyword(1) | information geometry |
| Keyword(2) | gaussian process |
| Keyword(3) | multi-task learning |
| Keyword(4) | meta-learning |
| Keyword(5) | transfer learning |
| 1st Author's Name | Hideaki Ishibashi |
| 1st Author's Affiliation | Kyushu Institute of Technology(Kyutech) |
| 2nd Author's Name | Shotaro Akaho |
| 2nd Author's Affiliation | National Institute of Advanced Industrial Science and Technology/RIKEN(AIST/RIKEN) |
| Date | 2020-01-09 |
| Paper # | IBISML2019-20 |
| Volume (vol) | vol.119 |
| Number (no) | IBISML-360 |
| Page | pp.pp.17-24(IBISML), |
| #Pages | 8 |
| Date of Issue | 2020-01-02 (IBISML) |