Research Article

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

Table 5

Summary for evenly distributed weight portfolio trading without limitation.

Evenly distributed weight
ModelMDDReturn (%)CountsSRWin rate (%)Loss (106)Profit (106)Net volume (106)

Baseline0.3281.1312.141.621.33
Random Forest0.1624.7648931.400.522.330.50−0.52
XGBoost0.2138.1649091.420.503.560.76−0.80
GRU0.2368.1349052.400.514.951.36−0.94
LSTM0.28121.5649002.740.528.262.43−1.49
Multi-GCN-GRU0.121097.0849039.210.5615.5221.948.12
Multi-GCN-LSTM0.08569.0648949.790.5610.1911.383.43