Our experiment results also consistently show that complex deep models such as bc-LSTM (Poria et al., 2017) or our proposed deep regression model outperform shallow models (such as SVR) by large margin in short-term prediction (τ =3 or 7).
the margin becomes smaller as we predict a relative long-term stock volatility (τ =15 or 30).