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

Authors :
Boţ, Radu Ioan
Csetnek, Ernö Robert
László, Szilárd Csaba
Source :
Journal of Evolution Equations; Sep2018, Vol. 18 Issue 3, p1291-1318, 28p
Publication Year :
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. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
14243199
Volume :
18
Issue :
3
Database :
Complementary Index
Journal :
Journal of Evolution Equations
Publication Type :
Academic Journal
Accession number :
132085740
Full Text :
https://doi.org/10.1007/s00028-018-0441-7