Cost-Sensitive Approach to Batch Size Adaptation for Gradient Descent

Matteo Pirotta, Marcello Restelli

In this paper, we propose a novel approach to automatically determine the batch size in stochastic gradient descent methods. The choice of the batch size induces a trade-off betwee…