Heteroscedastic Treed Bayesian Optimisation

CoRR, 2014.

Cited by: 12|Bibtex|Views4|Links
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Abstract:

Optimising black-box functions is important in many disciplines, such as tuning machine learning models, robotics, finance and mining exploration. Bayesian optimisation is a state-of-the-art technique for the global optimisation of black-box functions which are expensive to evaluate. At the core of this approach is a Gaussian process pr...More

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