73 citations · 131 across the 6 of their papers we have counts for
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stat.ML2021★ 11 cited
Batch Bayesian Optimization on Permutations using the Acquisition Weighted Kernel
Changyong Oh, Roberto Bondesan, Efstratios Gavves +1
In this work we propose a batch Bayesian optimization method for combinatorial problems on permutations, which is well suited for expensive-to-evaluate objectives. We first introdu…
stat.ML2021★ 1 cited
Mixed Variable Bayesian Optimization with Frequency Modulated Kernels
Changyong Oh, Efstratios Gavves, Max Welling
The sample efficiency of Bayesian optimization(BO) is often boosted by Gaussian Process(GP) surrogate models. However, on mixed variable spaces, surrogate models other than GPs are…