214 citations · 514 across the 18 of their papers we have counts for
Showing 2015 · stat.MLShow all
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stat.ML2015★ 54 cited
GLASSES: Relieving The Myopia Of Bayesian Optimisation
Javier González, Michael Osborne, Neil D. Lawrence
We present GLASSES: Global optimisation with Look-Ahead through Stochastic Simulation and Expected-loss Search. The majority of global optimisation approaches in use are myopic, in…
stat.ML2015★ 214 cited
Batch Bayesian Optimization via Local Penalization
Javier González, Zhenwen Dai, Philipp Hennig +1
The popularity of Bayesian optimization methods for efficient exploration of parameter spaces has lead to a series of papers applying Gaussian processes as surrogates in the optimi…