42 citations · 143 across the 33 of their papers we have counts for
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cs.LG2019★ 15 cited
Implicit Posterior Variational Inference for Deep Gaussian Processes
Haibin Yu, Yizhou Chen, Zhongxiang Dai +2
A multi-layer deep Gaussian process (DGP) model is a hierarchical composition of GP models with a greater expressive power. Exact DGP inference is intractable, which has motivated…
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…