Screening of Chronic Obstructive Pulmonary Disease by Using Self-Organizing Map
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- Aoki Hirooki
- Chitose Institute of Science and Technology
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- Mashimo Shuko
- Toyohashi Municipal Hospital
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- Nakamura Hidetoshi
- Saitama Medical University
Bibliographic Information
- Other Title
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- 自己組織化マップを用いた慢性閉塞性肺疾患スクリーニング
- ジコ ソシキカ マップ オ モチイタ マンセイ ヘイソクセイ ハイ シッカン スクリーニング
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Abstract
We have examined the non-contact respiration measurement by applying the active stereo for realizing easy screening of Chronic Obstructive Pulmonary Disease (COPD). In this study, we apply the Self-Organizing Map (SOM) for classification of unforced respiratory waveform. The automatic classification of the respiratory waveform is based on the difference in the undulating pattern of respiratory waveform between the COPD patients and the healthy subjects. As the result of the experiment, it becomes clear that the classification by SOM is almost equivalent to the classification by respiratory specialists.
Journal
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- IEEJ Transactions on Electronics, Information and Systems
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IEEJ Transactions on Electronics, Information and Systems 135 (8), 937-943, 2015
The Institute of Electrical Engineers of Japan
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Keywords
Details 詳細情報について
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- CRID
- 1390001204607689728
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- NII Article ID
- 130005090632
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- NII Book ID
- AN10065950
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- ISSN
- 13488155
- 03854221
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- NDL BIB ID
- 026676894
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- Text Lang
- ja
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- Data Source
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- JaLC
- NDL
- Crossref
- CiNii Articles
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- Abstract License Flag
- Disallowed