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
ModelMDDReturn (%)CountsSRWin rate (%)Loss (106)Profit (106)Net volume (106)

Baseline0.3281.1312.141.621.33
Random Forest0.1120.5322971.530.531.850.41−4.09
XGBoost0.1325.9422901.660.512.110.52−0.42
GRU0.1619.3119271.370.512.540.39−0.66
LSTM0.12105.5211554.750.512.722.110.36
Multi-GCN-GRU0.04293.21171811.390.591.755.863.08
Multi-GCN-LSTM0.06209.66160110.990.622.234.191.85