| Presentation | 2015-03-06 Model selection with approximate validation error guarantee for L^2_2 regularized convex loss minimization problems Atsushi SHIBAGAKI, Yoshiki SUZUKI, Ichiro TAKEUCHI, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this paper we propose a new algorithm that can select an approximately optimal regularization parameter in a class of regularized convex classifier learning problems. The selected regularization parameter has a theoretical approximation guarantee in the sense that the validation error for the regularization parameter is at most greater by e than the smallest possible validation error, where ε∈ [0, 1] is a user specified tolerance. We demonstrate the effectiveness of the proposed method through numerical experiments. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Machine Learning / Model Selection / Approximate Regularization Path / Convex Optimization |
| Paper # | IBISML2014-96 |
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| Conference Information | |
| Committee | IBISML |
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| Conference Date | 2015/2/26(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Information-Based Induction Sciences and Machine Learning (IBISML) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Model selection with approximate validation error guarantee for L^2_2 regularized convex loss minimization problems |
| Sub Title (in English) | |
| Keyword(1) | Machine Learning |
| Keyword(2) | Model Selection |
| Keyword(3) | Approximate Regularization Path |
| Keyword(4) | Convex Optimization |
| 1st Author's Name | Atsushi SHIBAGAKI |
| 1st Author's Affiliation | Nagoya Institute of Technology() |
| 2nd Author's Name | Yoshiki SUZUKI |
| 2nd Author's Affiliation | Nagoya Institute of Technology |
| 3rd Author's Name | Ichiro TAKEUCHI |
| 3rd Author's Affiliation | Nagoya Institute of Technology |
| Date | 2015-03-06 |
| Paper # | IBISML2014-96 |
| Volume (vol) | vol.114 |
| Number (no) | 502 |
| Page | pp.pp.- |
| #Pages | 8 |
| Date of Issue | |