| Presentation | 2016-11-16 [Poster Presentation] Optimization Method of Deep Ensemble Learning using Hierarchical Clustering Natsuki Koda, Sumio Watanabe, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The method which is used for prediction by combining many different learning machines generated by using same training data is referred to as ensemble learning. In ensemble learning using different results derived from different initial values, it has been needed to combine many locally optimal parameters. In this paper, we propose a method which realizes accurate ensemble learning using few learning machines by applying hierarchical clustering to the set of locally optimal parameters and choosing many objective parameters, and show it's effectiveness through artificial data experiment. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Ensemble learning / Hierarchical clustering / Generalization error |
| Paper # | IBISML2016-70 |
| 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 | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Poster Presentation] Optimization Method of Deep Ensemble Learning using Hierarchical Clustering |
| Sub Title (in English) | |
| Keyword(1) | Ensemble learning |
| Keyword(2) | Hierarchical clustering |
| Keyword(3) | Generalization error |
| 1st Author's Name | Natsuki Koda |
| 1st Author's Affiliation | Tokyo Institute of Technology(Tokyo Tech) |
| 2nd Author's Name | Sumio Watanabe |
| 2nd Author's Affiliation | Tokyo Institute of Technology(Tokyo Tech) |
| Date | 2016-11-16 |
| Paper # | IBISML2016-70 |
| Volume (vol) | vol.116 |
| Number (no) | IBISML-300 |
| Page | pp.pp.171-176(IBISML), |
| #Pages | 6 |
| Date of Issue | 2016-11-09 (IBISML) |