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Pregled bibliografske jedinice broj: 557416

Multivariate linear regression based synthesis of 12-lead ECG from three bipolar leads


Tomašić, Ivan; Trobec, Roman; Avbelj, Viktor
Multivariate linear regression based synthesis of 12-lead ECG from three bipolar leads // Proceedings of the Third International Conference on Health Informatics, HEALTHINF 2010 / Fred, Ana ; Filipe, Joaquim ; Gamboa, Hugo (ur.).
Valencia, Španjolska: INSTICC – Institute for Systems and Technologies of Information, Control and Communication, 2010. str. 216-221 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


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Naslov
Multivariate linear regression based synthesis of 12-lead ECG from three bipolar leads

Autori
Tomašić, Ivan ; Trobec, Roman ; Avbelj, Viktor

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of the Third International Conference on Health Informatics, HEALTHINF 2010 / Fred, Ana ; Filipe, Joaquim ; Gamboa, Hugo - : INSTICC – Institute for Systems and Technologies of Information, Control and Communication, 2010, 216-221

ISBN
978-989-674-016-0

Skup
HEALTHINF 2010, Third International Conference on Health Informatics

Mjesto i datum
Valencia, Španjolska, 20.01.2010. - 23.01.2010

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
ECG; MECG; Multivariate Linear Regression; synthesis; derivation; bipolar leads; wireless electrodes

Sažetak
The development of new technologies for electrocardiographic (ECG) monitoring enables the optimization of ECG recording strategy, in terms of a number and a position of body electrodes. Emerging wireless technology, together with requirements for improved wearing comfort, dictates a special design of a wireless bipolar ECG lead, which is composed of two closely placed electrodes. The measurements from a set of wireless electrodes, can serve for the reconstruction of the standard 12-lead ECG, which is directly applicable for the current medical knowledge. We present a method for synthesizing 12-lead ECG from only three bipolar leads. The result of the proposed method, based on multivariate linear regression, is a coefficients vector that transforms the data from three bipolar leads to a synthesized 12-leads ECG with minimum loss of diagnostic information. Two presented test cases show that a linear combination of only three bipolar leads, each obtained from two electrodes on a distance of 5 cm, suffices for a reliable synthesis of a standard 12-lead ECG. Wireless ECG leads can constitute a body sensor network that eliminates the need for additional wires and therefore improves the applicability of ECG device technology

Izvorni jezik
Engleski

Znanstvena područja
Matematika, Računarstvo, Kliničke medicinske znanosti



POVEZANOST RADA


Profili:

Avatar Url Ivan Tomašić (autor)


Citiraj ovu publikaciju:

Tomašić, Ivan; Trobec, Roman; Avbelj, Viktor
Multivariate linear regression based synthesis of 12-lead ECG from three bipolar leads // Proceedings of the Third International Conference on Health Informatics, HEALTHINF 2010 / Fred, Ana ; Filipe, Joaquim ; Gamboa, Hugo (ur.).
Valencia, Španjolska: INSTICC – Institute for Systems and Technologies of Information, Control and Communication, 2010. str. 216-221 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Tomašić, I., Trobec, R. & Avbelj, V. (2010) Multivariate linear regression based synthesis of 12-lead ECG from three bipolar leads. U: Fred, A., Filipe, J. & Gamboa, H. (ur.)Proceedings of the Third International Conference on Health Informatics, HEALTHINF 2010.
@article{article, author = {Toma\v{s}i\'{c}, Ivan and Trobec, Roman and Avbelj, Viktor}, year = {2010}, pages = {216-221}, keywords = {ECG, MECG, Multivariate Linear Regression, synthesis, derivation, bipolar leads, wireless electrodes}, isbn = {978-989-674-016-0}, title = {Multivariate linear regression based synthesis of 12-lead ECG from three bipolar leads}, keyword = {ECG, MECG, Multivariate Linear Regression, synthesis, derivation, bipolar leads, wireless electrodes}, publisher = {INSTICC – Institute for Systems and Technologies of Information, Control and Communication}, publisherplace = {Valencia, \v{S}panjolska} }
@article{article, author = {Toma\v{s}i\'{c}, Ivan and Trobec, Roman and Avbelj, Viktor}, year = {2010}, pages = {216-221}, keywords = {ECG, MECG, Multivariate Linear Regression, synthesis, derivation, bipolar leads, wireless electrodes}, isbn = {978-989-674-016-0}, title = {Multivariate linear regression based synthesis of 12-lead ECG from three bipolar leads}, keyword = {ECG, MECG, Multivariate Linear Regression, synthesis, derivation, bipolar leads, wireless electrodes}, publisher = {INSTICC – Institute for Systems and Technologies of Information, Control and Communication}, publisherplace = {Valencia, \v{S}panjolska} }




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