August 31, 2025 to September 5, 2025
Palazzone di Cortona
Europe/Rome timezone

Randomized sketching for low-rank least squares with regularization

Sep 1, 2025, 9:30 AM
30m
Palazzone di Cortona

Palazzone di Cortona

52044 Le Contesse, Province of Arezzo

Speaker

Leonardo Robol (University of Pisa)

Description

In this talk, we explore the use of randomized sketching for solving least squares arising from inverse problems, and that may need regularization. We propose the use of sketching inside a flexible LSQR scheme, and discuss different options that are suitable for various situations (for instance, small or large residual). We show how the use of sketching can help overcome practical issues that may arise in regularization arising from computed tomography, such as the availability of approximate or inexact transposed operators.

Primary authors

Alberto Bucci (Charles University) Leonardo Robol (University of Pisa) Silvia Gazzola

Presentation materials

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