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Approaching nonsmooth nonconvex minimization through second-order proximal-gradient dynamical systems

Authors :
Radu Ioan Boţ
Szilárd László
Ernö Robert Csetnek
Publication Year :
2018
Publisher :
Springer Nature, 2018.

Abstract

We investigate the asymptotic properties of the trajectories generated by a second-order dynamical system of proximal-gradient type stated in connection with the minimization of the sum of a nonsmooth convex and a (possibly nonconvex) smooth function. The convergence of the generated trajectory to a critical point of the objective is ensured provided a regularization of the objective function satisfies the Kurdyka–Łojasiewicz property. We also provide convergence rates for the trajectory formulated in terms of the Łojasiewicz exponent.

Details

Language :
English
Database :
OpenAIRE
Accession number :
edsair.doi.dedup.....c9ac3f4f8a6d8719460b8fe47f5ba166