Research Article
[Retracted] Beat Wash-Sale Tax with Multigraph Convolutional Neural Networks Based Trading Strategy
Table 12
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 | 61.90 | 2297 | 1.33 | 0.53 | 2.56 | 1.24 | −0.13 | XGBoost | 0.19 | 38.84 | 2290 | 0.97 | 0.51 | 2.18 | 0.78 | −0.28 | GRU | 0.41 | −30.52 | 1927 | −1.24 | 0.51 | 2.26 | −0.28 | −1.19 | LSTM | 0.30 | −13.78 | 1155 | −0.70 | 0.51 | 2.34 | −0.28 | −1 | Multi-GCN-GRU | 0.12 | 237.22 | 1718 | 4.80 | 0.59 | 1.12 | 4.47 | 2.61 | Multi-GCN-LSTM | 0.09 | 458.13 | 1601 | 6.85 | 0.62 | 2.79 | 9.16 | 4.78 |
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