Zielonogórska Biblioteka Cyfrowa udostępnia 65 391 obiektów cyfrowych
Obiekt
Tytuł: Multiple neural network integration using a binary decision tree to improve the ECG signal recognition accuracy
Contributor:
Abaev, Pavel - ed. ; Razumchik, Rostislav - ed. ; Kołodziej, Joanna - ed.
Subtitle:
Group publication title:
Abstract:
The paper presents a new system for ECG ("ElectroCardioGraphy") signal recognition using different neural classifiers and a binary decision tree to provide one more processing stage to give the final recognition result. As the base classifiers, the three classical neural models, i.e., the MLP ("Multi Layer Perceptron"), modified TSK (Takagi?Sugeno?Kang) and the SVM ("Support Vector Machine"), will be applied. ; The coefficients in ECG signal decomposition using Hermite basis functions and the peak-to-peak periods of the ECG signals will be used as features for the classifiers. Numerical experiments will be performed for the recognition of different types of arrhythmia in the ECG signals taken from the MIT-BIH (Massachusetts Institute of Technology and Boston`s Beth Israel Hospital) Arrhythmia Database. The results will be compared with individual base classifiers` performances and with other integration methods to show the high quality of the proposed solution.
Publisher:
Zielona Góra: Uniwersytet Zielonogórski
Resource Identifier:
DOI:
Pages:
Source:
AMCS, volume 24, number 3 (2014) ; kliknij tutaj, żeby przejść
Language:
License CC BY 4.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Kolekcje, do których przypisany jest obiekt:
- Digital Library of Zielona Góra > Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Digital Library of Zielona Góra > Repository > Types of work > Articles
- Digital Library of Zielona Góra > Repository > Scientific journals and UZ publishing series > International Journal of Applied Mathematics and Computer Science (AMCS) > International Journal of Applied Mathematics and Computer Science (AMCS) (2014)
Data ostatniej modyfikacji:
Jul 14, 2025
Data dodania obiektu:
Apr 26, 2024
Liczba wyświetleń treści obiektu:
101
Wszystkie dostępne wersje tego obiektu:
https://zbc.uz.zgora.pl/publication/88788
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 1 (2014)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 2 (2014)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 3 (2014)
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International Journal of Applied Mathematics and Computer Science (AMCS), volume 24, number 4 (2014)
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| Nazwa wydania | Data |
|---|---|
| Multiple neural network integration using a binary decision tree to improve the ECG signal recognition accuracy | Jul 14, 2025 |
Obiekty Podobne
Marcu, Teodor Mirea, Letitia Frank, Paul M. Korbicz, Józef (1951- ) - red. Patton, Ronald J. - red.
Cichosz, Paweł Pawełczak, Łukasz Abaev, Pavel - ed. Razumchik, Rostislav - ed. Kołodziej, Joanna - ed.
Weinberg, Abraham Itzhak Last, Mark Stefanowski, Jerzy - ed. Krawiec, Krzysztof - ed. Wrembel, Robert - ed.
Kantavat, Pittipol Kijsirikul, Boonserm Songsiri, Patoomsiri Fukui, Ken-Ichi Numao, Masayuki Korbicz, Józef (1951- ) - red. Uciński, Dariusz - red.
