94 citations · 148 across the 10 of their papers we have counts for
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stat.ML2019★ 9 cited
Bayesian Optimization with Binary Auxiliary Information
Yehong Zhang, Zhongxiang Dai, Kian Hsiang Low
This paper presents novel mixed-type Bayesian optimization (BO) algorithms to accelerate the optimization of a target objective function by exploiting correlated auxiliary informat…
stat.ML2015★ 6 cited
Near-Optimal Active Learning of Multi-Output Gaussian Processes
Yehong Zhang, Trong Nghia Hoang, Kian Hsiang Low +1
This paper addresses the problem of active learning of a multi-output Gaussian process (MOGP) model representing multiple types of coexisting correlated environmental phenomena. In…