Research Article

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

Table 14

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 Forest0.077.0513980.750.330.840.14−0.18
XGBoost0.072.3214220.24790.330.770.05−0.22
GRU0.065.0211870.580.330.710.10−0.16
LSTM0.061.006800.140.290.290.02−0.06
Multi-GCN-GRU0.0366.2310977.500.430.071.320.84
Multi-GCN-LSTM0.0365.959609.090.450.491.320.69