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Author

Stefano Favaro

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Preprint Aug 2026

Posterior contraction rates in Sobolev norms and Bayesian derivative estimation for infinite-dimensional exponential families

We study posterior contraction in positive-order Sobolev norms and Bayesian derivative estimation for infinite-dimensional exponential families. We embed the natural parameter in a Hilbert scale and model it via a Gaussian series prior expanded in the eigenbasis generating the scale. Under a two-sided link condition on...

Emanuele Dolera, Stefano Favaro, M. Giordano · 0 citations
Preprint Aug 2026

Posterior contraction rates in Sobolev norms and Bayesian derivative estimation for infinite-dimensional exponential families

We study posterior contraction in positive-order Sobolev norms and Bayesian derivative estimation for infinite-dimensional exponential families. We embed the natural parameter in a Hilbert scale and model it via a standard Gaussian series prior expanded in the eigenbasis generating the scale. Under a two-sided link con...

Emanuele Dolera, Stefano Favaro, M. Giordano · 0 citations

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