5 citations · 5 across the 2 of their papers we have counts for
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cs.LG2020
Incorporating Expert Prior in Bayesian Optimisation via Space Warping
Anil Ramachandran, Sunil Gupta, Santu Rana +2
Bayesian optimisation is a well-known sample-efficient method for the optimisation of expensive black-box functions. However when dealing with big search spaces the algorithm goes…
cs.LG2019
Sparse Spectrum Gaussian Process for Bayesian Optimization
Ang Yang, Cheng Li, Santu Rana +2
We propose a novel sparse spectrum approximation of Gaussian process (GP) tailored for Bayesian optimization. Whilst the current sparse spectrum methods provide desired approximati…
cs.LG2018
Practical Batch Bayesian Optimization for Less Expensive Functions
Vu Nguyen, Sunil Gupta, Santu Rana +2
Bayesian optimization (BO) and its batch extensions are successful for optimizing expensive black-box functions. However, these traditional BO approaches are not yet ideal for opti…