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Table 5 MSE of CNN and S-CNN ( \(\alpha\) = 0.57) in all scenarios

From: Time-series analysis with smoothed Convolutional Neural Network

Number of Hidden Layers

Scenario 1

Scenario 2

CNN

S-CNN

CNN

S-CNN

3

0.039486471

0.036637854

0.015127435

0.015027847

4

0.038327266

0.035072528

0.022477422

0.020706612

7

0.026439827

0.022077946

0.019107487

0.017952291

11

0.025968207

0.025052203

0.029150361

0.023890096

18

0.024530865

0.020869428

0.017511018

0.017088791

29

0.026677929

0.025410001

0.017774397

0.016944807

47

0.026606092

0.026262877

0.013246628

0.013057781

76

0.026771594

0.020868076

0.013227105

0.012147693

Average

0.029351031

0.026531364

0.018452732

0.017101990