| Presentation | 2019-11-08 Localization of Cardiac Source with Lead Field Matrix by Ensemble Learning Tatsuhito Nakane, Takahiro Ito, Akimasa Hirata, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | An 12-lead electrocardiogram (ECG) were invented more than 100 years ago, and they are still used as an essential tool to detect early heart disease. However, the number of electrodes in a 12-lead ECG is limited to nine, and it is not easy to simply model the electric potential due to the inhomogeneity of the human body, which causes a large estimation error on source localization problems. In this paper, we propose a method to improve the estimation accuracy by applying ensemble learning to the lead field matrix (LFM)-based localization method for cardiac source estimation using 12-lead ECG. The LFM was constructed by solving a forward problem based on the scalar-potential finite-difference method, and the cardiac source was localized by the matching pursuit method by LFM as the estimation algorithm. As a result, the estimation error for a single lead field matrix is 9.3 mm, and the method that applied ensemble learning is 6.7 mm, demonstrating the effectiveness of the proposed method. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Electrocardiogram (ECG) / Scalar-potential finite-difference (SPFD) method / Lead field matrix / Matching pursuit / Ensemble learning |
| Paper # | EMT2019-69 |
| Date of Issue | 2019-10-31 (EMT) |
| Conference Information | |
| Committee | EMT / IEE-EMT |
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| Conference Date | 2019/11/7(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Hotel Syunkeiya |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Electromagnetic Theory, etc. |
| Chair | Koichi Hirayama(Kitami Inst. of Tech.) / Keiji Goto(National Defense Academy) |
| Vice Chair | Hiroyuki Deguchi(Doshisha Univ.) |
| Secretary | Hiroyuki Deguchi(Fukuoka Inst.of Tech.) / (Tokyo Metropolitan Univ.) |
| Assistant | Junichiro Sugisaka(Kitami Inst. of Tech.) / Tsuyoshi Matsuoka(Kyushu Sangyo Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Electromagnetic Theory / Technical Meeting on Electromagnetic Theory |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Localization of Cardiac Source with Lead Field Matrix by Ensemble Learning |
| Sub Title (in English) | |
| Keyword(1) | Electrocardiogram (ECG) |
| Keyword(2) | Scalar-potential finite-difference (SPFD) method |
| Keyword(3) | Lead field matrix |
| Keyword(4) | Matching pursuit |
| Keyword(5) | Ensemble learning |
| 1st Author's Name | Tatsuhito Nakane |
| 1st Author's Affiliation | Nagoya Institute of Technology(NITech) |
| 2nd Author's Name | Takahiro Ito |
| 2nd Author's Affiliation | Nagoya Institute of Technology(NITech) |
| 3rd Author's Name | Akimasa Hirata |
| 3rd Author's Affiliation | Nagoya Institute of Technology(NITech) |
| Date | 2019-11-08 |
| Paper # | EMT2019-69 |
| Volume (vol) | vol.119 |
| Number (no) | EMT-272 |
| Page | pp.pp.213-216(EMT), |
| #Pages | 4 |
| Date of Issue | 2019-10-31 (EMT) |