Beyond Lengthscales: No-regret Bayesian Optimisation With Unknown Hyperparameters Of Any Type
The article discusses the challenges of applying Bayesian optimisation when the hyperparameters of the Gaussian process model are unknown. The authors propose a new algorithm, HE-GP-UCB, which can handle unknown…
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