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Tikhonov regularization of a second order dynamical system with Hessian driven damping

Authors :
Szilárd László
Radu Ioan Boţ
Ernö Robert Csetnek
Source :
Mathematical Programming
Publication Year :
2020
Publisher :
Springer Science and Business Media LLC, 2020.

Abstract

We investigate the asymptotic properties of the trajectories generated by a second-order dynamical system with Hessian driven damping and a Tikhonov regularization term in connection with the minimization of a smooth convex function in Hilbert spaces. We obtain fast convergence results for the function values along the trajectories. The Tikhonov regularization term enables the derivation of strong convergence results of the trajectory to the minimizer of the objective function of minimum norm.

Details

Language :
English
Database :
OpenAIRE
Journal :
Mathematical Programming
Accession number :
edsair.doi.dedup.....4c05bed01d94ffc883219b9f6e4f028a