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Computational Optimization and Applications, ISSN 0926-6003, 07/2017, Volume 67, Issue 3, pp. 489 - 520
Journal Article
Linear and Multilinear Algebra, ISSN 0308-1087, 11/2018, Volume 66, Issue 11, pp. 2247 - 2265
Journal Article
by Li, GY and Pong, TK
SIAM JOURNAL ON OPTIMIZATION, ISSN 1052-6234, 2015, Volume 25, Issue 4, pp. 2434 - 2460
We consider the problem of minimizing the sum of a smooth function h with a bounded Hessian and a nonsmooth function. We assume that the latter function is a... 
ALTERNATING DIRECTION METHOD | MATHEMATICS, APPLIED | alternating direction method of multipliers | MINIMIZATION | global convergence | nonconvex composite optimization | PROXIMAL POINT ALGORITHM | Kurdyka-Lojasiewicz property | REGULARIZATION | proximal gradient algorithm
Journal Article
Journal Article
Computational Optimization and Applications, ISSN 0926-6003, 2019, Volume 73, Issue 1, p. 69
We consider the problem of minimizing a difference-of-convex (DC) function, which can be written as the sum of a smooth convex function with Lipschitz... 
Outlier detection | Sparse recovery | Kurdyka–Lojasiewicz property | Difference-of-convex optimization | Signal processing | Algorithms
Journal Article
COMPUTATIONAL OPTIMIZATION AND APPLICATIONS, ISSN 0926-6003, 05/2019, Volume 73, Issue 1, pp. 69 - 100
We consider the problem of minimizing a difference-of-convex (DC) function, which can be written as the sum of a smooth convex function with Lipschitz... 
REGRESSION | MATHEMATICS, APPLIED | OPERATIONS RESEARCH & MANAGEMENT SCIENCE | SIGNALS | Outlier detection | Sparse recovery | Kurdyka-Lojasiewicz property | Difference-of-convex optimization
Journal Article
SIAM JOURNAL ON OPTIMIZATION, ISSN 1052-6234, 2019, Volume 29, Issue 2, pp. 1300 - 1328
We propose a proximal algorithm for minimizing objective functions consisting of three summands: the composition of a nonsmooth function with a linear... 
limiting subdifferential | MATHEMATICS, APPLIED | full splitting scheme | proximal algorithm | structured nonconvex and nonsmooth optimization | CONVERGENCE | Kurdyka-Lojasiewicz property | POINTS | ALTERNATING LINEARIZED MINIMIZATION
Journal Article
Optimization Letters, ISSN 1862-4472, 06/2018, Volume 13, Issue 4, pp. 1 - 20
In this paper, we construct a variant of the second accelerated proximal gradient method introduced by Nesterov (Introductory lectures on convex optimization,... 
The second APG algorithm | Nonconvex optimization | Kurdyka–Łojasiewicz property | DC function | MATHEMATICS, APPLIED | Kurdyka-ojasiewicz property | OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Journal Article
Journal of Inequalities and Applications, ISSN 1029-242X, 12/2019, Volume 2019, Issue 1, pp. 1 - 16
In this paper, we propose a regularized alternating direction method of multipliers (RADMM) for a class of nonconvex optimization problems. The algorithm does... 
Alternating direction method of multipliers | Kurdyka–Łojasiewicz property | Nonconvex optimization problems | Analysis | Mathematics, general | Mathematics | Applications of Mathematics | Convergence | MATHEMATICS | MATHEMATICS, APPLIED | Kurdyka-ojasiewicz property | ITERATIVE ALGORITHMS | Algorithms | Multipliers | Lagrangian function | Optimization
Journal Article
IEEE Transactions on Automatic Control, ISSN 0018-9286, 02/2016, Volume 61, Issue 2, pp. 287 - 302
Journal Article
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