Ghysels, Eric; Goyenko, Ruslan; Zhang, Chengyu - 2021
The financial industry has eagerly adopted machine learning algorithms to improve on traditional predictive models. In this paper we caution against blindly applying such techniques. We compare forecasting ability of machine learning methods in evaluating future payoffs on synthetic variance...