Research Article

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

Table 12

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 Forest0.3461.9022971.330.532.561.24−0.13
XGBoost0.1938.8422900.970.512.180.78−0.28
GRU0.41−30.521927−1.240.512.26−0.28−1.19
LSTM0.30−13.781155−0.700.512.34−0.28−1
Multi-GCN-GRU0.12237.2217184.800.591.124.472.61
Multi-GCN-LSTM0.09458.1316016.850.622.799.164.78