A Multitier Deep Learning Model for Arrhythmia Detection

作者: Mohamed Hammad , Abdullah M. Iliyasu , Abdulhamit Subasi , Edmond S. L. Ho , Ahmed A. Abd El-Latif

DOI: 10.1109/TIM.2020.3033072

关键词:

摘要: An electrocardiograph (ECG) is employed as a primary tool for diagnosing cardiovascular diseases (CVDs). ECG signals provide a framework to probe the underlying properties and …

参考文章(33)
David G. Stork, Richard O. Duda, Peter E. Hart, Pattern Classification (2nd ed.) ,(1999)
Cheng-Lung Huang, Chieh-Jen Wang, None, A GA-based feature selection and parameters optimizationfor support vector machines Expert Systems With Applications. ,vol. 31, pp. 231- 240 ,(2006) , 10.1016/J.ESWA.2005.09.024
Darrell Whitley, A genetic algorithm tutorial Statistics and Computing. ,vol. 4, pp. 65- 85 ,(1994) , 10.1007/BF00175354
Dian Palupi Rini, Siti Mariyam Shamsuddin, Siti Sophiyati Yuhaniz, Particle Swarm Optimization: Technique, System and Challenges International Journal of Computer Applications. ,vol. 14, pp. 19- 27 ,(2011) , 10.5120/1810-2331
Robert E. Schapire, Yoav Freund, Experiments with a new boosting algorithm international conference on machine learning. pp. 148- 156 ,(1996)
M.T. Hagan, M.B. Menhaj, Training feedforward networks with the Marquardt algorithm IEEE Transactions on Neural Networks. ,vol. 5, pp. 989- 993 ,(1994) , 10.1109/72.329697
Jiapu Pan, Willis J. Tompkins, A Real-Time QRS Detection Algorithm IEEE Transactions on Biomedical Engineering. ,vol. BME-32, pp. 230- 236 ,(1985) , 10.1109/TBME.1985.325532
L Glass, JM Hausdorff, PC Ivanov, RG Mark, JE Mietus, GB Moody, CK Peng, HE Stanley, PhysioBank, PhysioToolkit, and PhysioNet Components of a New Research Resource for Complex Physiologic Signals Circulation. ,vol. 101, pp. 215- 220 ,(2000) , 10.1161/01.CIR.101.23.E215
Rashid Ghorbani Afkhami, Ghanbar Azarnia, Mohammad Ali Tinati, Cardiac arrhythmia classification using statistical and mixture modeling features of ECG signals Pattern Recognition Letters. ,vol. 70, pp. 45- 51 ,(2016) , 10.1016/J.PATREC.2015.11.018
Gabriel Garcia, Gladston Moreira, Eduardo Luz, David Menotti, Improving automatic cardiac arrhythmia classification: Joining temporal-VCG, complex networks and SVM classifier 2016 International Joint Conference on Neural Networks (IJCNN). pp. 3896- 3900 ,(2016) , 10.1109/IJCNN.2016.7727704