Shigeng Sun

A Trust Region Method for the Optimization of Noisy Functions

Jorge Nocedal, Shigeng Sun, J. Nocedal, 2022, 2201.00973.

Stochastic Ratios Tracking Algorithm for Large Scale Machine Learning Problems

Shigeng Sun, Yuchen Xie, 2023, ArXiv.

A trust region method for noisy unconstrained optimization

J. Nocedal, Shigeng Sun, 2023, Mathematical Programming.

Noise-Tolerant Optimization Methods for the Solution of a Robust Design Problem

J. Nocedal, Shigeng Sun, Yuchen Lou, 2024, arXiv.org.