| Presentation | 2023-11-14 Arrhythmia Classification From Electrocardiogram by Gradient Boosting and Physician's Diagnosis-based algorithm. Haruto Shirae, Nobuhiro Nishii, Hiroshi Morita, Ken'ichi Morooka, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Implantable cardiac electrical devices can record a variety of arrhythmic events, but the determination of supraventricular or ventricular arrhythmia is often incorrect, requiring intracardiac ECG analysis by a physician. We propose a method to classify arrhythmias by combining a method based on a physician’s diagnosis and gradient boosting. 236 subjects were used in experiments, and the proposed method was able to classify 83.5% of Accuracy, which is an improvement over existing devices (82.7%). |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Cardiac Implantable Electrical Devices / Arrhythmia / Electrocardiogram / Gradient boosting decision tree |
| Paper # | MICT2023-31,MI2023-24 |
| Date of Issue | 2023-11-07 (MICT, MI) |
| Conference Information | |
| Committee | MI / MICT |
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| Conference Date | 2023/11/14(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Ryo Haraguchi(Univ. of Hyogo) / Hirokazu Tanaka(Hiroshima City Univ.) |
| Vice Chair | Hideaki Haneishi(Chiba Univ.) / Takayuki Kitasaka(Aichi Inst. of Tech.) / Chika Sugimoto(Yokohama National Univ.) / Daisuke Anzai(Nagoya Inst. of Tech.) |
| Secretary | Hideaki Haneishi(Yamaguchi Univ.) / Takayuki Kitasaka(NAIST) / Chika Sugimoto(Okayama Pref. Univ.) / Daisuke Anzai(Hiroshima City Univ) |
| Assistant | Takeshi Hara(Gifu Univ.) / Kenichi Morooka(Okayama Univ.) / Dairoku Muramatsu(Univ. of Electro & Comm.) / Natsuki Nakayama(Nagoya Univ.) / Ami Tanaka(Ritsumeikan Univ.) / Kun Li(Kagawa Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Medical Imaging / Technical Committee on Healthcare and Medical Information Communication Technology |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Arrhythmia Classification From Electrocardiogram by Gradient Boosting and Physician's Diagnosis-based algorithm. |
| Sub Title (in English) | |
| Keyword(1) | Cardiac Implantable Electrical Devices |
| Keyword(2) | Arrhythmia |
| Keyword(3) | Electrocardiogram |
| Keyword(4) | Gradient boosting decision tree |
| 1st Author's Name | Haruto Shirae |
| 1st Author's Affiliation | Okayama University Graduate School of Natural Sciences(Okayama Univ.) |
| 2nd Author's Name | Nobuhiro Nishii |
| 2nd Author's Affiliation | Okayama University Graduate School of Medicine, Dentistry, and Pharmaceutical Sciences(Okayama Univ.) |
| 3rd Author's Name | Hiroshi Morita |
| 3rd Author's Affiliation | Okayama University Graduate School of Medicine, Dentistry, and Pharmaceutical Sciences(Okayama Univ.) |
| 4th Author's Name | Ken'ichi Morooka |
| 4th Author's Affiliation | Kumamoto University Graduate School of Science and Technology(Kumamoto Univ.) |
| Date | 2023-11-14 |
| Paper # | MICT2023-31,MI2023-24 |
| Volume (vol) | vol.123 |
| Number (no) | MICT-256,MI-257 |
| Page | pp.pp.25-28(MICT), pp.25-28(MI), |
| #Pages | 4 |
| Date of Issue | 2023-11-07 (MICT, MI) |