Safe Bayesian Optimization using Interior-Point Methods -- Applied to Personalized Insulin Dose Guidance

Dinesh Krishnamoorthy, Francis J. Doyle

This paper considers the problem of Bayesian optimization for systems with safety-critical constraints, where both the objective function and the constraints are unknown, but can b…