The connection between Bayesian estimation of a Gaussian random field and RKHS

22 Jan 2013Aleksandr Y. AravkinBradley M. BellJames V. BurkeGianluigi Pillonetto

Reconstruction of a function from noisy data is often formulated as a regularized optimization problem over an infinite-dimensional reproducing kernel Hilbert space (RKHS). The solution describes the observed data and has a small RKHS norm... (read more)

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