Presentation | 1998/3/20 The analyzing method of Body Surface Potential Map using Neural Networks Tomohito Yamamoto, Sumio Watanabe, Shigeo Ohtuki, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | The electrocardiogram is important for heart disease diagnosis. Especially Body Surface Potential Map (BSPM) is more effective than other electrocardiograms in detecting disease, because it can extract spatial information. But it needs many electrodes and complex information processing, resulting that efficient analyzing method hasn't been established. In this paper we propose a new analyzing method of BSPM using neural networks and show its effectiveness. Experimental results show that out method is superior to principal component analysis in data compression and feature extraction. And more it is possible to almost reconstruct BSPM from a few data by using a neural network which is well learned. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | body surface potential map / neural networks / principal component analysis / data compression |
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Committee | NC |
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Conference Date | 1998/3/20(1days) |
Place (in Japanese) | (See Japanese page) |
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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) | The analyzing method of Body Surface Potential Map using Neural Networks |
Sub Title (in English) | |
Keyword(1) | body surface potential map |
Keyword(2) | neural networks |
Keyword(3) | principal component analysis |
Keyword(4) | data compression |
1st Author's Name | Tomohito Yamamoto |
1st Author's Affiliation | Precision and Intelligence Laboratory Tokyo Institute of Technology() |
2nd Author's Name | Sumio Watanabe |
2nd Author's Affiliation | Precision and Intelligence Laboratory Tokyo Institute of Technology |
3rd Author's Name | Shigeo Ohtuki |
3rd Author's Affiliation | Precision and Intelligence Laboratory Tokyo Institute of Technology |
Date | 1998/3/20 |
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Volume (vol) | vol.97 |
Number (no) | 624 |
Page | pp.pp.- |
#Pages | 8 |
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