A Shallow Domain Knowledge Injection (SDK-Injection) Method for Improving CNN-Based ECG Pattern Classification

ECG pattern classification for identifying the progress status of various heart diseases is a typical nonlinear problem. Therefore, deep learning-based automatic ECG diagnosis is being widely studied, and for this purpose, the CNN is mainly used to classify ECG patterns. In this case, it is hard to...

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Bibliographic Details
Published in:	Applied sciences Vol. 12; no. 3; p. 1307
Main Authors:	Oh, Soyeon, Lee, Minsoo
Format:	Journal Article
Language:	English
Published:	Basel MDPI AG 01-02-2022
Subjects:	Accuracy attention mechanism Cardiovascular disease Cardiovascular diseases Classification Clinical medicine convolutional neural network Coronary artery disease Data mining Deep learning Domains ECG EKG Electrocardiography Heart Heart diseases Hospitals Injection Internal medicine Ischemia Knowledge Knowledge acquisition Medical diagnosis Medicine Neural networks Noise Pattern classification Signal processing Smartwatches time series data Wavelet transforms Wearable computers Wearable technology
Online Access:	Get full text
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