| Presentation | 2022-03-08 Robust computation of optimal transport by β-potential regularization Shintaro Nakamura, Han Bao, Masashi Sugiyama, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Optimal transport (OT) has become a widely used tool to measure the discrepancy between probability distributionsin the machine learning field. For instance, OT is a popular loss function that quantifies the discrepancy between an empiricaldistribution and a parametric model. Recently, an entropic penalty term and the celebrated Sinkhorn algorithm have beencommonly used to approximate the original OT in a computationally efficient way. However, since the Sinkhorn algorithm runsa projection associated with the Kullback-Leibler divergence, it is often vulnerable to outliers. To overcome this problem, wepropose regularizing OT with the |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Optimal transportRobustnessoutlier detection |
| Paper # | IBISML2021-31 |
| Date of Issue | 2022-03-01 (IBISML) |
| Conference Information | |
| Committee | IBISML |
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| Conference Date | 2022/3/8(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Machine Learning, etc. |
| Chair | Ichiro Takeuchi(Nagoya Inst. of Tech.) |
| Vice Chair | Masashi Sugiyama(Univ. of Tokyo) |
| Secretary | Masashi Sugiyama(Univ. of Tokyo) |
| Assistant | Tomoharu Iwata(NTT) / Atsuyoshi Nakamura(Hokkaido Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Infomation-Based Induction Sciences and Machine Learning |
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| Language | ENG-JTITLE |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Robust computation of optimal transport by β-potential regularization |
| Sub Title (in English) | |
| Keyword(1) | Optimal transportRobustnessoutlier detection |
| 1st Author's Name | Shintaro Nakamura |
| 1st Author's Affiliation | University of Tokyo(Univ. Tokyo) |
| 2nd Author's Name | Han Bao |
| 2nd Author's Affiliation | University of Tokyo/RIKEN(Univ.Tokyo/RIKEN) |
| 3rd Author's Name | Masashi Sugiyama |
| 3rd Author's Affiliation | RIKEN/University of Tokyo(RIKEN/Univ. Tokyo) |
| Date | 2022-03-08 |
| Paper # | IBISML2021-31 |
| Volume (vol) | vol.121 |
| Number (no) | IBISML-419 |
| Page | pp.pp.8-14(IBISML), |
| #Pages | 7 |
| Date of Issue | 2022-03-01 (IBISML) |