| Presentation | 2016-03-10 Arrhythmia Detection based on deformable model of ECG Yuuka Hirao, Jaehoon Yu, Yoshinori Takeuchi, Masaharu Imai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In treatment for heart disease, it is important to detect arrhythmia in early stage. For this purpose, it is necessary to record electrocardiogram(ECG) for a long time period. Analyzing this large amount of data is aburden to medical staff. Therefore, automatic arrhythmia detection has been focused in recent years. In this paper, we propose an arrhythmia detection algorithm based on deformable model of ECG. ECG is consisted of PQRSTwaves, which represent an electric activity of a heart. Deformable model divides ECG into PQRST waves andextracts shapes and intervals of each wave to detect arrhythmia. The proposed method use AdaBoost with decisiontrees to detect both waves and arrhythmia. In the experiment, the proposed method achieved 85% recall and 87%precision for arrhythmia detection. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | arrhythmia / electrocardiogram / deformable model / decision tree / AdaBoost |
| Paper # | SIS2015-52 |
| Date of Issue | 2016-03-03 (SIS) |
| Conference Information | |
| Committee | SIS |
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| Conference Date | 2016/3/10(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tokyo City Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Soft computing, etc. |
| Chair | Mitsuji Muneyasu(Kansai Univ.) |
| Vice Chair | Hirokazu Tanaka(Hiroshima City Univ.) / Takayuki Nakachi(NTT) |
| Secretary | Hirokazu Tanaka(Nagoya City Univ.) / Takayuki Nakachi(Toshiba) |
| Assistant | Hiroyuki Tsuji(Kanagawa Inst. of Tech.) / Hakaru Tamukoh(Kyushu Inst. of Tech.) |
| Paper Information | |
| Registration To | Technical Committee on Smart Info-Media System |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Arrhythmia Detection based on deformable model of ECG |
| Sub Title (in English) | |
| Keyword(1) | arrhythmia |
| Keyword(2) | electrocardiogram |
| Keyword(3) | deformable model |
| Keyword(4) | decision tree |
| Keyword(5) | AdaBoost |
| 1st Author's Name | Yuuka Hirao |
| 1st Author's Affiliation | Osaka University(Osaka Univ.) |
| 2nd Author's Name | Jaehoon Yu |
| 2nd Author's Affiliation | Osaka University(Osaka Univ.) |
| 3rd Author's Name | Yoshinori Takeuchi |
| 3rd Author's Affiliation | Osaka University(Osaka Univ.) |
| 4th Author's Name | Masaharu Imai |
| 4th Author's Affiliation | Osaka University(Osaka Univ.) |
| Date | 2016-03-10 |
| Paper # | SIS2015-52 |
| Volume (vol) | vol.115 |
| Number (no) | SIS-505 |
| Page | pp.pp.25-30(SIS), |
| #Pages | 6 |
| Date of Issue | 2016-03-03 (SIS) |