[图书][B] Variational analysis and applications

BS Mordukhovich - 2018 - Springer
Boris S. Mordukhovich Page 1 Springer Monographs in Mathematics Boris S. Mordukhovich
Variational Analysis and Applications Page 2 Springer Monographs in Mathematics Editors-in-Chief …

Error bounds, quadratic growth, and linear convergence of proximal methods

D Drusvyatskiy, AS Lewis - Mathematics of Operations …, 2018 - pubsonline.informs.org
The proximal gradient algorithm for minimizing the sum of a smooth and nonsmooth convex
function often converges linearly even without strong convexity. One common reason is that …

Variational and strong variational convexity in infinite-dimensional variational analysis

PD Khanh, VVH Khoa, BS Mordukhovich… - SIAM Journal on …, 2024 - SIAM
This paper is devoted to a systematic study and characterizations of the fundamental notions
of variational and strong variational convexity for lower semicontinuous functions. While …

Second-order growth, tilt stability, and metric regularity of the subdifferential

D Drusvyatskiy, BS Mordukhovich… - arXiv preprint arXiv …, 2013 - arxiv.org
This paper sheds new light on several interrelated topics of second-order variational
analysis, both in finite and infinite-dimensional settings. We establish new relationships …

Variational convexity of functions and variational sufficiency in optimization

PD Khanh, BS Mordukhovich, VT Phat - SIAM Journal on Optimization, 2023 - SIAM
The paper is devoted to the study, characterizations, and applications of variational
convexity of functions, the property that has been recently introduced by Rockafellar together …

Full Lipschitzian and Holderian stability in optimization with applications to mathematical programming and optimal control

BS Mordukhovich, TTA Nghia - SIAM Journal on Optimization, 2014 - SIAM
The paper concerns a systematic study of full stability in general optimization models
including its conventional Lipschitzian version as well as the new Hölderian one. We …

Full stability in finite-dimensional optimization

BS Mordukhovich, TTA Nghia… - Mathematics of …, 2015 - pubsonline.informs.org
The paper is devoted to full stability of optimal solutions in general settings of finite-
dimensional optimization with applications to particular models of constrained optimization …

Metric subregularity of the convex subdifferential in Banach spaces

FJA Artacho, MH Geoffroy - arXiv preprint arXiv:1303.3654, 2013 - arxiv.org
In [2] we characterized in terms of a quadratic growth condition various metric regularity
properties of the subdifferential of a lower semicontinuous convex function acting in a Hilbert …

Variational convexity and the local monotonicity of subgradient mappings

RT Rockafellar - Vietnam Journal of Mathematics, 2019 - Springer
It is well known that the subgradient mapping associated with a lower semicontinuous
function is maximal monotone if and only if the function is convex, but what characterization …

Full stability of locally optimal solutions in second-order cone programs

BS Mordukhovich, JV Outrata, ME Sarabi - SIAM Journal on Optimization, 2014 - SIAM
The paper presents complete characterizations of Lipschitzian full stability of locally optimal
solutions to second-order cone programs (SOCPs) expressed entirely in terms of their initial …