From: Time-series analysis with smoothed Convolutional Neural Network
Method | MSE | MAPE | Training Time (s) | ||||||
---|---|---|---|---|---|---|---|---|---|
Dataset 2 | Dataset 3 | Dataset 4 | Dataset 2 | Dataset 3 | Dataset 4 | Dataset 2 | Dataset 3 | Dataset 4 | |
MLP | 1.846002201 | 5.650526501 | 0.910128122 | 10.98622048 | 9.98928011 | 9.92809521 | 3332 | 2720 | 3214 |
LSTM | 1.844627951 | 5.597686482 | 0.577352403 | 10.98383963 | 9.98898726 | 9.93592591 | 3041 | 3263 | 3996 |
CNN | 0.126788296 | 0.194362491 | 0.145794914 | 10.79435834 | 7.41526792 | 10.81731200 | 3911 | 3260 | 3420 |
S-CNN | 0.100307581 | 0.170961120 | 0.101014294 | 10.60502933 | 7.30898141 | 10.68965315 | 3870 | 2660 | 3403 |