9 citations · 19 across the 10 of their papers we have counts for
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math.OC2022★ 1 cited
Personalized Dose Guidance using Safe Bayesian Optimization
Dinesh Krishnamoorthy, Francis J. Doyle
This work considers the problem of personalized dose guidance using Bayesian optimization that learns the optimum drug dose tailored to each individual, thus improving therapeutic…
math.OC2022★ 1 cited
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…