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