| Presentation | 2016-11-16 Robust supervised learning under uncertainty in dataset shift Weihua Hu, Issei Sato, Masashi Sugiyama, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | When machine learning is deployed in the real world, its performance can be significantly undermined because test data may follow a different distribution from training data. To build a reliable machine learning system in such a scenario, we propose a supervised learning framework that is explicitly robust to the uncertainty of dataset shift. Our robust learning framework is flexible in modeling various dataset shift scenarios. It is also computation- ally efficient in that it acts as a robust wrapper around existing gradient-based supervised learning algorithms, while adding negligible computational overheads. We discuss practical considerations in robust supervised learning and show the effectiveness of our approach on both synthetic and benchmark datasets. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Dataset shiftSupervised learningRobust learning |
| Paper # | IBISML2016-50 |
| Date of Issue | 2016-11-09 (IBISML) |
| Conference Information | |
| Committee | IBISML |
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| Conference Date | 2016/11/16(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kyoto Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Information-Based Induction Science Workshop (IBIS2016) |
| Chair | Kenji Fukumizu(ISM) |
| Vice Chair | Masashi Sugiyama(Univ. of Tokyo) / Hisashi Kashima(Kyoto Univ.) |
| Secretary | Masashi Sugiyama(Univ. of Tokyo) / Hisashi Kashima(Nagoya Inst. of Tech.) |
| Assistant | Toshihiro Kamishima(AIST) / Tomoharu Iwata(NTT) |
| Paper Information | |
| Registration To | Technical Committee on Infomation-Based Induction Sciences and Machine Learning |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Robust supervised learning under uncertainty in dataset shift |
| Sub Title (in English) | |
| Keyword(1) | Dataset shiftSupervised learningRobust learning |
| 1st Author's Name | Weihua Hu |
| 1st Author's Affiliation | The University of Tokyo(UTokyo) |
| 2nd Author's Name | Issei Sato |
| 2nd Author's Affiliation | The University of Tokyo(UTokyo) |
| 3rd Author's Name | Masashi Sugiyama |
| 3rd Author's Affiliation | RIKEN/The University of Tokyo(RIKEN/UTokyo) |
| Date | 2016-11-16 |
| Paper # | IBISML2016-50 |
| Volume (vol) | vol.116 |
| Number (no) | IBISML-300 |
| Page | pp.pp.37-44(IBISML), |
| #Pages | 8 |
| Date of Issue | 2016-11-09 (IBISML) |