Chen, Ningyuan; Lagzi, Saman; Milner, Joseph - 2022
We propose to use Deep Neural Networks to solve data-driven stochastic optimization problems. Given the historical data of the observed covariate, taken decision, and the realized cost in past periods, we train a neural network to predict the objective value as a function of the decision and the...