Uncertainty Quantification for Gradient and Accelerated Gradient Descent Methods on Strongly Convex Functions

Conor McMeel, Panos Parpas

We consider the problem of minimizing a strongly convex function that depends on an uncertain parameter $\theta$. The uncertainty in the objective function means that the optimum, $x^*(…