Evolution of high-frequency systematic trading: a performance-driven gradient boosting model

N Zhou, W Cheng, Y Qin, Z Yin - Quantitative Finance, 2015 - Taylor & Francis
This paper proposes a performance-driven gradient boosting model (pdGBM) which predicts
short-horizon price movements by combining nonlinear response functions of selected …