Quoc Tran-Dinh

A Hybrid Stochastic Optimization Framework for Stochastic Composite Nonconvex Optimization

2019 · arXiv (Cornell University)

We introduce a new approach to develop stochastic optimization algorithms for a class of stochastic composite and possibly nonconvex optimization problems. The main idea is to combine two stochastic estimators to create a new hybrid …