Research Article
[Retracted] Beat Wash-Sale Tax with Multigraph Convolutional Neural Networks Based Trading Strategy
Table 9
Summary for trading with adjusted probability threshold.
| 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 | 0.11 | 20.53 | 2297 | 1.53 | 0.53 | 1.85 | 0.41 | −4.09 | XGBoost | 0.13 | 25.94 | 2290 | 1.66 | 0.51 | 2.11 | 0.52 | −0.42 | GRU | 0.16 | 19.31 | 1927 | 1.37 | 0.51 | 2.54 | 0.39 | −0.66 | LSTM | 0.12 | 105.52 | 1155 | 4.75 | 0.51 | 2.72 | 2.11 | 0.36 | Multi-GCN-GRU | 0.04 | 293.21 | 1718 | 11.39 | 0.59 | 1.75 | 5.86 | 3.08 | Multi-GCN-LSTM | 0.06 | 209.66 | 1601 | 10.99 | 0.62 | 2.23 | 4.19 | 1.85 |
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