Bayesian optimization under mixed constraints with a slack-variable augmented Lagrangian

Victor Picheny, Robert B. Gramacy, Stefan M. Wild +1

An augmented Lagrangian (AL) can convert a constrained optimization problem into a sequence of simpler (e.g., unconstrained) problems, which are then usually solved with local solv…