| Presentation | 2012-06-28 Multi-Class EMG Pattern Classfication using a Selective Desensitization Neural Network with a Half-vs-Half Method Kazumasa HORIE, Atsuo SUEMITSU, Masahiko MORITA, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The real-time classification of human movements by using surface electromyogram (EMG) signals is an important research issue in the development of a new input interface. However, the existing approaches detect irrelevant movements as the target movement, that is, false detection, if the number of the movements to be classified is large. In this research, we propose a new multi-class classification method (half-vs-half method) and apply it to an existing selective desensitization neural network. The result of the evaluation experiment under realistic conditions indicates that the proposed method is rather better than the conventional methods in terms of correct and false detections. The proposed method also does not require more computational time with an increase in the number of classes, complicated parameter setting, and kernel design, which provides a highly practical method for EMG pattern classification. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Selective Desensitization / Neural Network / Electromyogram Signals / Multi-Class Classification / False Detection |
| Paper # | NC2012-3 |
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| Conference Information | |
| Committee | NC |
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| Conference Date | 2012/6/21(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
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| Paper Information | |
| Registration To | Neurocomputing (NC) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Multi-Class EMG Pattern Classfication using a Selective Desensitization Neural Network with a Half-vs-Half Method |
| Sub Title (in English) | |
| Keyword(1) | Selective Desensitization |
| Keyword(2) | Neural Network |
| Keyword(3) | Electromyogram Signals |
| Keyword(4) | Multi-Class Classification |
| Keyword(5) | False Detection |
| 1st Author's Name | Kazumasa HORIE |
| 1st Author's Affiliation | Graduate School of Systems and Infomation Engineering, University of Tsukuba() |
| 2nd Author's Name | Atsuo SUEMITSU |
| 2nd Author's Affiliation | Japan Advanced Insititute of Science and Technology |
| 3rd Author's Name | Masahiko MORITA |
| 3rd Author's Affiliation | Graduate School of Systems and Infomation Engineering, University of Tsukuba |
| Date | 2012-06-28 |
| Paper # | NC2012-3 |
| Volume (vol) | vol.112 |
| Number (no) | 108 |
| Page | pp.pp.- |
| #Pages | 6 |
| Date of Issue | |