A course in fuzzy systems and control
A course in fuzzy systems and control
Neural Networks: A Comprehensive Foundation
Neural Networks: A Comprehensive Foundation
Allpass filter design and applications
IEEE Transactions on Signal Processing
Computers in Biology and Medicine
The classification of human tremor signals using artificial neural network
Expert Systems with Applications: An International Journal
Pattern Recognition Letters
Combined entropy based method for detection of QRS complexes in 12-lead electrocardiogram using SVM
Computers in Biology and Medicine
Integration of independent component analysis and neural networks for ECG beat classification
Expert Systems with Applications: An International Journal
Identification of QRS complexes in 12-lead electrocardiogram
Expert Systems with Applications: An International Journal
Selection of significant independent components for ECG beat classification
Expert Systems with Applications: An International Journal
The evaluation of EEG response to photic stimulation in normal and diseased subjects
Computers in Biology and Medicine
Extracting Fuzzy Rules for Detecting Ventricular Arrhythmias Based on NEWFM
PAKDD '09 Proceedings of the 13th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Artificial Intelligence in Medicine
IEEE Transactions on Neural Networks
Expert Systems with Applications: An International Journal
Discrimination of ventricular arrhythmias using NEWFM
AIRS'08 Proceedings of the 4th Asia information retrieval conference on Information retrieval technology
An embedded mobile ECG reasoning system for elderly patients
IEEE Transactions on Information Technology in Biomedicine - Special section on new and emerging technologies in bioinformatics and bioengineering
A mixture of fuzzy filters applied to the analysis of heartbeat intervals
Fuzzy Optimization and Decision Making
Expert Systems with Applications: An International Journal
Selection of effective features for ECG beat recognition based on nonlinear correlations
Artificial Intelligence in Medicine
Feature extraction for ECG heartbeats using higher order statistics of WPD coefficients
Computer Methods and Programs in Biomedicine
MCS'05 Proceedings of the 6th international conference on Multiple Classifier Systems
Expert Systems with Applications: An International Journal
AMI Screening Using Linguistic Fuzzy Rules
Journal of Medical Systems
ECG arrhythmia classification based on optimum-path forest
Expert Systems with Applications: An International Journal
Hi-index | 0.11 |
In this paper we have studied the application on the fuzzy-hybrid neural network for electrocardiogram (ECG) beat classification. Instead of original ECG beat, we have used; autoregressive model coefficients, higher-order cumulant and wavelet transform variances as features. Tested with MIT/BIH arrhytmia database, we observe significant performance enhancement using proposed method.