Research Article
[Retracted] Beat Wash-Sale Tax with Multigraph Convolutional Neural Networks Based Trading Strategy
Table 8
Summary for 40% expected return weight portfolio trading without limitation.
| 40% Expected return weight | Model | MDD | Return (%) | Counts | SR | Win rate (%) | Loss (106) | Profit (106) | Net volume (106) |
| Baseline | 0.37 | 163.91 | 1 | 2.46 | | | 3.28 | 2.65 | Random Forest | 0.34 | 33.99 | 4893 | 0.64 | 0.52 | 3.16 | 0.68 | −0.71 | XGBoost | 0.51 | −27.03 | 4909 | −0.70 | 0.50 | 2.01 | −0.54 | −1.05 | GRU | 0.54 | −30.53 | 4905 | −0.76 | 0.51 | 3.00 | −0.61 | −1.46 | LSTM | 0.43 | 76.92 | 4900 | 1.20 | 0.52 | 6.78 | 1.54 | −1.5 | Multi-GCN-GRU | 0.27 | 634.06 | 4903 | 4.52 | 0.56 | 5.06 | 12.68 | 6.15 | Multi-GCN-LSTM | 0.21 | 1849.78 | 4894 | 6.82 | 0.56 | 14.68 | 37.00 | 17.91 |
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