Search Results for author: Silvia Gazzola

Found 2 papers, 2 papers with code

On Optimal Regularization Parameters via Bilevel Learning

1 code implementation28 May 2023 Matthias J. Ehrhardt, Silvia Gazzola, Sebastian J. Scott

In this work, we provide a new condition that better characterizes positivity of optimal regularization parameters than the existing theory.

Adaptive Regularization Parameter Choice Rules for Large-Scale Problems

1 code implementation12 Jul 2019 Silvia Gazzola, Malena Sabate Landman

This paper derives a new class of adaptive regularization parameter choice strategies that can be effectively and efficiently applied when regularizing large-scale linear inverse problems by combining standard Tikhonov regularization and projection onto Krylov subspaces of increasing dimension (computed by the Golub-Kahan bidiagonalization algorithm).

Numerical Analysis Numerical Analysis

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