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Maximum a posteriori estimators in p\ell^p are well-defined for diagonal Gaussian priors

Abstract

We prove that maximum a posteriori estimators are well-defined for diagonal Gaussian priors μ\mu on p\ell^p under common assumptions on the potential Φ\Phi. Further, we show connections to the Onsager--Machlup functional and provide a corrected and strongly simplified proof in the Hilbert space case p=2p=2, previously established by Dashti et al (2013) and Kretschmann (2019).

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