Research Article

ResNet-50 for 12-Lead Electrocardiogram Automated Diagnosis

Algorithm 2

Amplitude scaling.
Input: Training data pre-process
Output: Training data pre-process augmented
(1)α=0.1
(2)X=ECG signal
(3)ScalingFactor=random.normal (loc=1.0, scale=α, size=(1, X.shape [1]))
(4)Noise=matmul (ones ((X.shape [0], 1)), scalingFactor)
(5)return XNoise