Research Article
[Retracted] Beat Wash-Sale Tax with Multigraph Convolutional Neural Networks Based Trading Strategy
Table 5
Summary for evenly distributed weight portfolio trading without limitation.
| Evenly distributed weight | Model | MDD | Return (%) | Counts | SR | Win rate (%) | Loss (106) | Profit (106) | Net volume (106) |
| Baseline | 0.32 | 81.13 | 1 | 2.14 | | | 1.62 | 1.33 | Random Forest | 0.16 | 24.76 | 4893 | 1.40 | 0.52 | 2.33 | 0.50 | −0.52 | XGBoost | 0.21 | 38.16 | 4909 | 1.42 | 0.50 | 3.56 | 0.76 | −0.80 | GRU | 0.23 | 68.13 | 4905 | 2.40 | 0.51 | 4.95 | 1.36 | −0.94 | LSTM | 0.28 | 121.56 | 4900 | 2.74 | 0.52 | 8.26 | 2.43 | −1.49 | Multi-GCN-GRU | 0.12 | 1097.08 | 4903 | 9.21 | 0.56 | 15.52 | 21.94 | 8.12 | Multi-GCN-LSTM | 0.08 | 569.06 | 4894 | 9.79 | 0.56 | 10.19 | 11.38 | 3.43 |
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