Deep learning of transition probability densities for stochastic asset models with applications in option pricing

Haozhe Su, M. V. Tretyakov, David P. Newton

Transition probability density functions (TPDFs) are fundamental to computational finance, including option pricing and hedging. Advancing recent work in deep learning, we develop…