Research Article

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

Table 11

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 Forest0.1417.8322970.870.532.240.36−0.57
XGBoost0.1710.4822900.530.512.460.21−0.74
GRU0.21−2.681927−0.170.513.21−0.05−1.19
LSTM0.13121.9611554.480.513.162.440.40
Multi-GCN-GRU0.05327.1417188.890.592.336.543.30
Multi-GCN-LSTM0.06282.8816019.330.622.945.662.51