Gated Neural Networks for Option Pricing: Rationality by Design
Gated Neural Networks for Option Pricing: Rationality by Design
We propose a neural network approach to price EU call options that significantly outperforms some existing pricing models and comes with guarantees that its predictions are economically reasonable. To achieve this, we introduce a class of gated neural networks that automatically learn to divide-and-conquer the problem space for robust and …