A Gaussian Process Based Method with Deep Kernel Learning for Pricing High-dimensional American Options

Jirong Zhuang, Deng Ding, Weiguo Lu +2

In this work, we present a novel machine learning approach for pricing high-dimensional American options based on the modified Gaussian process regression (GPR). We incorporate dee…