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Update mlp results and add doc

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Jactus
2020-12-08 17:49:09 +08:00
committed by you-n-g
parent 579caa757c
commit 6ef339b1ec
3 changed files with 4 additions and 3 deletions

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@@ -24,7 +24,7 @@ The numbers shown below demonstrate the performance of the entire `workflow` of
| CatBoost | Alpha158 | 0.0503±0.00 | 0.3586±0.00| 0.0483±0.00 | 0.3667±0.00 | 0.1080±0.00 | 1.1567±0.00| -0.0787±0.00 |
| XGBoost | Alpha158 | 0.0481±0.00 | 0.3659±0.00| 0.0495±0.00 | 0.4033±0.00 | 0.1111±0.00 | 1.2915±0.00| -0.0893±0.00 |
| LightGBM | Alpha158 | 0.0475±0.00 | 0.3979±0.00| 0.0485±0.00 | 0.4123±0.00 | 0.1143±0.00 | 1.2744±0.00| -0.0800±0.00 |
| MLP | Alpha158 | 0.0321±0.00 | 0.2493±0.04| 0.0408±0.00 | 0.3134±0.03 | 0.0661±0.03 | 0.7884±0.39| -0.1038±0.03 |
| MLP | Alpha158 | 0.0363±0.00 | 0.2770±0.02| 0.0421±0.00 | 0.3167±0.01 | 0.0856±0.01 | 1.0397±0.12| -0.1134±0.01 |
| TFT | Alpha158 (with selected 10 features) | 0.0287±0.00 | 0.1663±0.01| 0.0016±0.00 | 0.0095±0.02 | 0.0205±0.02 | 0.1758±0.19| -0.1990±0.04 |
| GRU | Alpha158 (with selected 20 features) | 0.0313±0.00 | 0.2427±0.01 | 0.0416±0.00 | 0.3370±0.01 | 0.0335±0.01 | 0.4808±0.22 | -0.1112±0.03 |
| LSTM | Alpha158 (with selected 20 features) | 0.0337±0.01 | 0.2562±0.05 | 0.0427±0.01 | 0.3392±0.04 | 0.0269±0.06 | 0.3385±0.74 | -0.1285±0.04 |