Table 11 Forecasting comparison
From: Time-series analysis with smoothed Convolutional Neural Network
Scenario | 1 (70%:30%) | 2 (80%:20%) | ||||
|---|---|---|---|---|---|---|
Method | MSE | MAPE | Training Time (s) | MSE | MAPE | Training Time (s) |
MLP | 0.642934239 | 11.50568091 | 1340 | 0.635622626 | 10.94862916 | 1637 |
LSTM | 1.701240209 | 11.39517313 | 2498 | 0.835000882 | 10.60269367 | 2927 |
CNN | 0.029351031 | 10.58145225 | 2013 | 0.018452732 | 10.33549610 | 2597 |
S-CNN | 0.026531364 | 10.09874984 | 1878 | 0.017101990 | 10.00587208 | 2350 |