Secant Penalized BFGS: A Noise Robust Quasi-Newton Method Via Penalizing The Secant Condition

Brian Irwin, Eldad Haber

In this paper, we introduce a new variant of the BFGS method designed to perform well when gradient measurements are corrupted by noise. We show that by treating the secant conditi…