143 citations · 381 across the 13 of their papers we have counts for
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stat.ML2016★ 2 cited
Warm Starting Bayesian Optimization
Matthias Poloczek, Jialei Wang, Peter I. Frazier
We develop a framework for warm-starting Bayesian optimization, that reduces the solution time required to solve an optimization problem that is one in a sequence of related proble…
stat.ML2016★ 4 cited
Multi-Information Source Optimization
Matthias Poloczek, Jialei Wang, Peter I. Frazier
We consider Bayesian optimization of an expensive-to-evaluate black-box objective function, where we also have access to cheaper approximations of the objective. In general, such a…