Adrian S. Lewis

Strong growth and Goldstein subgradients in piecewise smooth optimization

We explore a new growth condition for Lipschitz functions around local minimizers, recently proposed in the context of Goldstein-subgradient-based algorithms and their behavior in practice. On generic examples, these algorithms are often observed to converge approximately linearly. We focus on objectives that are piece...