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On parallelizing multi-task bayesian optimization

Published in Winter Simulation Conference • Dec 9, 2018
NobleIDNI7P54W50R61S66
Authors:
Matthew Groves
,
Michael Pearce
,
Juergen Branke

Abstract

Parallelizing Bayesian Optimization has recently attracted a lot of attention. The challenge is usually to estimate the effect multiple new samples will have on the posterior distribution of the objective function, and the combinatorial explosion of the possible sample locations. In this paper, we s...

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