Information: Join today and make your research activities more affordable! Technical workshop participation fees and annual registration fees are available at member rates.
Notice: [Important] Announcement of Changes to Registration Fee Payment and Manuscript Upload Procedures for IEICE Technical Meetings
IEICE Technical Committee Submission System
Conference Paper's Information		 Online Proceedings
[Sign in]
Tech. Rep. Archives
 Go Top Page Go Previous   [Japanese] / [English] 

Paper Abstract and Keywords
Presentation 2019-11-08 14:05
Localization of Cardiac Source with Lead Field Matrix by Ensemble Learning
Tatsuhito Nakane, Takahiro Ito, Akimasa Hirata (NITech) EMT2019-69
Abstract (in Japanese) (See Japanese page) 
(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) 
(in English) Electrocardiogram (ECG) / Scalar-potential finite-difference (SPFD) method / Lead field matrix / Matching pursuit / Ensemble learning / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 272, EMT2019-69, pp. 213-216, Nov. 2019.
Paper # EMT2019-69 
Date of Issue 2019-10-31 (EMT) 
ISSN Print edition: ISSN 0913-5685    Online edition: ISSN 2432-6380
Copyright
and
reproduction		 All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034)
Download PDF EMT2019-69

Conference Information
Committee EMT IEE-EMT  
Conference Date 2019-11-07 - 2019-11-09 
Place (in Japanese) (See Japanese page) 
Place (in English) Hotel Syunkeiya 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Electromagnetic Theory, etc. 
Paper Information
Registration To EMT 
Conference Code 2019-11-EMT-EMT 
Language Japanese 
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  
Keyword(6)  
Keyword(7)  
Keyword(8)  
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)
4th Author's Name  
4th Author's Affiliation ()
5th Author's Name  
5th Author's Affiliation ()
6th Author's Name  
6th Author's Affiliation ()
7th Author's Name  
7th Author's Affiliation ()
8th Author's Name  
8th Author's Affiliation ()
9th Author's Name  
9th Author's Affiliation ()
10th Author's Name  
10th Author's Affiliation ()
11th Author's Name  
11th Author's Affiliation ()
12th Author's Name  
12th Author's Affiliation ()
13th Author's Name  
13th Author's Affiliation ()
14th Author's Name  
14th Author's Affiliation ()
15th Author's Name  
15th Author's Affiliation ()
16th Author's Name  
16th Author's Affiliation ()
17th Author's Name  
17th Author's Affiliation ()
18th Author's Name  
18th Author's Affiliation ()
19th Author's Name  
19th Author's Affiliation ()
20th Author's Name  
20th Author's Affiliation ()
21st Author's Name  
21st Author's Affiliation ()
22nd Author's Name  
22nd Author's Affiliation ()
23rd Author's Name  
23rd Author's Affiliation ()
24th Author's Name  
24th Author's Affiliation ()
25th Author's Name  
25th Author's Affiliation ()
26th Author's Name / /
26th Author's Affiliation ()
()
27th Author's Name / /
27th Author's Affiliation ()
()
28th Author's Name / /
28th Author's Affiliation ()
()
29th Author's Name / /
29th Author's Affiliation ()
()
30th Author's Name / /
30th Author's Affiliation ()
()
31st Author's Name / /
31st Author's Affiliation ()
()
32nd Author's Name / /
32nd Author's Affiliation ()
()
33rd Author's Name / /
33rd Author's Affiliation ()
()
34th Author's Name / /
34th Author's Affiliation ()
()
35th Author's Name / /
35th Author's Affiliation ()
()
36th Author's Name / /
36th Author's Affiliation ()
()
Speaker Author-1 
Date Time 2019-11-08 14:05:00 
Presentation Time 25 minutes 
Registration for EMT 
Paper # EMT2019-69 
Volume (vol) vol.119 
Number (no) no.272 
Page pp.213-216 
#Pages 4 
Date of Issue 2019-10-31 (EMT) 

[Return to Top Page]

[Return to IEICE Web Page]
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan