Joseph D. Miano

Bayesian optimization for modular black-box systems with switching costs

Most existing black-box optimization methods assume that all variables in the system being optimized have equal cost and can change freely at each iteration. However, in many real-world systems, inputs are passed through a sequence of different operations or modules, making variables in earlier stag…