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 …

Weakly supervised object detection (WSOD) is a challenging task when provided with image
category supervision but required to simultaneously learn object locations and object …

Nonconvex optimization arises in many areas of computational science and engineering.
However, most nonconvex optimization algorithms are only known to have local …

This paper introduces a new way to compact a continuous probability distribution F into a set
of representative points called support points. These points are obtained by minimizing the …

We study the complexity of optimizing nonsmooth nonconvex Lipschitz functions by
producing $(\delta,\epsilon) $-Goldstein stationary points. Several recent works have …

In this paper, we focus on the constrained sparse regression problem, where the loss
function is convex but nonsmooth and the penalty term is defined by the cardinality function …

The concerns with finding minima and maxima were for a long time mainly restricted to
mathematical expressions stemming from physical phenomena. The preeminence of being …

Numerous problems in computer vision, pattern recognition, and machine learning are
formulated as optimization with manifold constraints. In this paper, we propose the Manifold …

In this paper, we investigate a group sparse optimization problem via lp, q regularization in
three aspects: theory, algorithm and application. In the theoretical aspect, by introducing a …

Uncertainty is prevalent in engineering design and data-driven problems and, more broadly,
in decision making. Due to inherent risk-averseness and ambiguity about assumptions, it is …