Research Article

[Retracted] Beat Wash-Sale Tax with Multigraph Convolutional Neural Networks Based Trading Strategy

Table 10

Summary for 20% expected return weight portfolio trading without limitation.

20% Expected return weight
ModelMDDReturn (%)CountsSRWin rate (%)Loss (106)Profit (106)Net volume (106)

Baseline0.3545.0611.310.900.75
Random Forest0.14−3.792297−0.420.531.37−0.08−0.52
XGBoost0.16−11.722290−1.340.511.21−0.23−0.56
GRU0.091.0519270.080.511.160.02−0.38
LSTM0.0716.6711552.230.510.650.330.00
Multi-GCN-GRU0.03129.9717189.670.590.422.601.52
Multi-GCN-LSTM0.03117.89160111.670.621.012.361.15