Digital Library of Zielona Góra contains 9 272 digital objects
Object
Title: 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) ; click here to follow the link
Language:
License CC BY 4.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Repository > Faculties > Faculty of Computer, Electrical and Control Engineering
- Repository > Types of work > Articles
- 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)
Last modified:
Jul 14, 2025
In our library since:
Apr 26, 2024
Number of object content hits:
97
All available object's versions:
https://zbc.uz.zgora.pl/repozytorium/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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| Edition name | Date |
|---|---|
| Multiple neural network integration using a binary decision tree to improve the ECG signal recognition accuracy | Jul 14, 2025 |
Objects Similar
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.
