Literature DB >> 20703646

Automatic classification of heartbeats using wavelet neural network.

Radhwane Benali1, Fethi Bereksi Reguig, Zinedine Hadj Slimane.   

Abstract

The electrocardiogram (ECG) signal is widely employed as one of the most important tools in clinical practice in order to assess the cardiac status of patients. The classification of the ECG into different pathologic disease categories is a complex pattern recognition task. In this paper, we propose a method for ECG heartbeat pattern recognition using wavelet neural network (WNN). To achieve this objective, an algorithm for QRS detection is first implemented, then a WNN Classifier is developed. The experimental results obtained by testing the proposed approach on ECG data from the MIT-BIH arrhythmia database demonstrate the efficiency of such an approach when compared with other methods existing in the literature.

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Year:  2010        PMID: 20703646     DOI: 10.1007/s10916-010-9551-7

Source DB:  PubMed          Journal:  J Med Syst        ISSN: 0148-5598            Impact factor:   4.460


  11 in total

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Journal:  IEEE Trans Biomed Eng       Date:  2000-07       Impact factor: 4.538

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Authors:  K Minami; H Nakajima; T Toyoshima
Journal:  IEEE Trans Biomed Eng       Date:  1999-02       Impact factor: 4.538

9.  Classification enhancible grey relational analysis for cardiac arrhythmias discrimination.

Authors:  Chia-Hung Lin
Journal:  Med Biol Eng Comput       Date:  2006-03-23       Impact factor: 2.602

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Authors:  Y Wang; Y S Zhu; N V Thakor; Y H Xu
Journal:  IEEE Trans Biomed Eng       Date:  2001-09       Impact factor: 4.538

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  9 in total

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6.  Electrocardiogram generation with a bidirectional LSTM-CNN generative adversarial network.

Authors:  Fei Zhu; Fei Ye; Yuchen Fu; Quan Liu; Bairong Shen
Journal:  Sci Rep       Date:  2019-05-01       Impact factor: 4.379

7.  Simple and Robust Realtime QRS Detection Algorithm Based on Spatiotemporal Characteristic of the QRS Complex.

Authors:  Jinkwon Kim; Hangsik Shin
Journal:  PLoS One       Date:  2016-03-04       Impact factor: 3.240

8.  Combining Low-dimensional Wavelet Features and Support Vector Machine for Arrhythmia Beat Classification.

Authors:  Qin Qin; Jianqing Li; Li Zhang; Yinggao Yue; Chengyu Liu
Journal:  Sci Rep       Date:  2017-07-20       Impact factor: 4.379

9.  An Adaptive and Time-Efficient ECG R-Peak Detection Algorithm.

Authors:  Qin Qin; Jianqing Li; Yinggao Yue; Chengyu Liu
Journal:  J Healthc Eng       Date:  2017-09-06       Impact factor: 2.682

  9 in total

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