Simultaneous upper and lower bounds of American-style option prices with hedging via neural networks

Ivan Guo, Nicolas Langrené, Jiahao Wu

In this paper, we introduce two novel methods to solve the American-style option pricing problem and its dual form at the same time using neural networks. Without applying nested M…