Research Article

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

Table 8

Summary for 40% expected return weight portfolio trading without limitation.

40% Expected return weight
ModelMDDReturn (%)CountsSRWin rate (%)Loss (106)Profit (106)Net volume (106)

Baseline0.37163.9112.463.282.65
Random Forest0.3433.9948930.640.523.160.68−0.71
XGBoost0.51−27.034909−0.700.502.01−0.54−1.05
GRU0.54−30.534905−0.760.513.00−0.61−1.46
LSTM0.4376.9249001.200.526.781.54−1.5
Multi-GCN-GRU0.27634.0649034.520.565.0612.686.15
Multi-GCN-LSTM0.211849.7848946.820.5614.6837.0017.91