Mohammadsina Almasi

Estimating lower bound functions in surrogate optimization

Abstract Lower bounds play a vital role in optimization by guiding search, improving solution quality, and quantifying optimality gaps. In expensive black-box settings, however, the quality of Lipschitz-based estimated lower bounds can deteriorate when function behavior varies ac...