MAPLE: Efficient and Diverse Multi-Alpha Generation for Portfolio Construction

Yu-Chen Den, Kuan-Yu Chen, Kendro Vincent +1

Classical alpha mining achieves strong risk-adjusted returns by combining many low-correlated predictive signals, yet deep learning stock-ranking methods typically produce a single…