Quantitative Finance, Differential Equations, Option Pricing, Deep Neural Networks, Pytorch.
Initial Value Conditions for European Call Option given by Reference[3]. In a PINN, we calculate the loss for each of three different samples of the data set based on the corresponding data samples. Then the objective function to minimise is the sum of the losses. The gradients for the equation are