Research Article

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

Table 7

Summary for 30% expected return weight portfolio trading without limitation.

30% Expected return weight
ModelMDDReturn (%)CountsSRWin rate (%)Loss (106)Profit (106)Net volume (106)

Baseline0.33103.9612.362.081.69
Random Forest0.212.9448930.110.522.790.06−0.96
XGBoost0.2520.7349090.640.504.120.42−1.23
GRU0.2745.7549051.290.515.830.91−1.55
LSTM0.36131.4349002.430.529.682.63−1.89
Multi-GCN-GRU0.151335.7549038.570.5619.8026.729.54
Multi-GCN-LSTM0.14877.4248948.690.5613.7417.556.01