| Presentation | 2013-11-13 Energy Disaggregation for Appliance Loads Based on Semi-Supervised NMF Yu FUJIMOTO, Naoki OKUBO, Yasuhiro HAYASHI, Yoshimasa SUGITATE, Shiro OGATA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The authors propose an application of non-negative matrix factorization for the energy disaggregation task. The method is based on a semi-supervised learning framework using the additional information of binary appliance-wise usage history such that the appliance is used or not used. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Energy Disaggregation / Non-negative Matrix Factorization / Semi-supervised Learning / Sparseness |
| Paper # | IBISML2013-60 |
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| Conference Information | |
| Committee | IBISML |
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| Conference Date | 2013/11/5(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) | Energy Disaggregation for Appliance Loads Based on Semi-Supervised NMF |
| Sub Title (in English) | |
| Keyword(1) | Energy Disaggregation |
| Keyword(2) | Non-negative Matrix Factorization |
| Keyword(3) | Semi-supervised Learning |
| Keyword(4) | Sparseness |
| 1st Author's Name | Yu FUJIMOTO |
| 1st Author's Affiliation | Waseda University() |
| 2nd Author's Name | Naoki OKUBO |
| 2nd Author's Affiliation | Waseda University |
| 3rd Author's Name | Yasuhiro HAYASHI |
| 3rd Author's Affiliation | Waseda University |
| 4th Author's Name | Yoshimasa SUGITATE |
| 4th Author's Affiliation | Omron Corpolation |
| 5th Author's Name | Shiro OGATA |
| 5th Author's Affiliation | Omron Corpolation |
| Date | 2013-11-13 |
| Paper # | IBISML2013-60 |
| Volume (vol) | vol.113 |
| Number (no) | 286 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |