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. 2019 Jun 3;2019:4629859. doi: 10.1155/2019/4629859

Table 2.

Models learning parameters.

CNN AlexNet AlexNet-SVM
Learning parameters Values Values Values
Training ratio (%) 80 80 80
Initial learning rates 0.001 0.01 0.01
Number of epochs 100 200 140
Training accuracy (%) 92.89 94.12 96.34
Testing accuracy (%) 90.65 92.13 93.48
Achieved mean square error (MSE) 0.092 0.087 0.054