Research Article

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

Table 15

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 Forest0.1136.1113982.230.331.500.72−0.06
XGBoost0.1139.4814222.420.331.470.79−0.01
GRU0.1515.5411871.080.331.780.31−0.43
LSTM0.0628.506802.870.291.180.57−0.04
Multi-GCN-GRU0.03104.2410979.020.430.812.081.05
Multi-GCN-LSTM0.06142.039608.910.451.052.841.44