Research Article

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

Table 16

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 Forest0.1891.5613982.400.332.391.830.31
XGBoost0.17124.1514223.080.331.832.480.92
GRU0.2417.6911870.690.331.570.35−0.32
LSTM0.1225.556801.380.291.340.51−0.14
Multi-GCN-GRU0.06142.5210975.490.430.282.851.73
Multi-GCN-LSTM0.06252.949606.700.450.665.062.98