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In the theoretical analysis of GP Bandits, the objective function is usually assumed to belong to the reproducing kernel Hilbert space (RKHS) corresponding to the kernel function, with bounded norm.
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10/14/2026
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UnverifiedIn Bayesian optimization, the covariance function of a Gaussian process itself defines an RKHS.75% similarUnverifiedAn operator-valued kernel must satisfy operator-valued positive definiteness in order to guarantee that the corresponding RKHS exists.73% similarUnverifiedL0MO searches over a subset of functions with sparse representations in a Reproducing Kernel Hilbert Space (RKHS).72% similarUnverifiedReproducing Kernel Hilbert Spaces (RKHS) provide a rigorous mathematical framework for support vector machines and Gaussian processes.70% similarUnverifiedL0MO simultaneously optimizes two sets of quantities: the kernel locations and the kernel coefficients.66% similar
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