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Submodular Functions are a special class of set functions, which generalize several information-theoretic quantities such as entropy and mutual information [1]. Submodular functions have subgradients and subdifferentials [2] and admit…

离散数学 · 计算机科学 2020-07-01 Rishabh Iyer , Jeff Bilmes

We provide sharp and explicit characterizations of the normal cone to sublevel sets of suprema of arbitrary functions, expressed exclusively in terms of subdifferentials of the data functions. In the convex case, the resulting formulas…

最优化与控制 · 数学 2026-02-12 Stephanie Caro , Rafael Correa , Abderrahim Hantoute

This paper is mainly devoted to studying operator Jensen inequality. More precisely, a new generalization of Jensen inequality and its reverse version for convex (not necessary operator convex) functions have been proved. Several special…

泛函分析 · 数学 2019-06-10 M. Shah Hosseini , H. R. Moradi , B. Moosavi

In this paper we prove results on the difference between a normalized Jensen functional and the sum of other normalized Jensen functionals for convex function.

泛函分析 · 数学 2024-05-27 Shoshana Abramovich

A parametrized convex function depends on a variable and a parameter, and is convex in the variable for any valid value of the parameter. Such functions can be used to specify parametrized convex optimization problems, i.e., a convex…

最优化与控制 · 数学 2025-06-05 Maximilian Schaller , Alberto Bemporad , Stephen Boyd

Submodular functions are relevant to machine learning for at least two reasons: (1) some problems may be expressed directly as the optimization of submodular functions and (2) the lovasz extension of submodular functions provides a useful…

机器学习 · 计算机科学 2013-10-09 Francis Bach

A multidimensional generalization of the Bernstein class of functions and the properties of functions of the introduced class are examined. In particular, a new proof of the integral representation of Bernstein functions of many variables…

泛函分析 · 数学 2019-03-12 A. R. Mirotin

The aim of this paper is to study the characteristics of a general method to produce a new approximation sequence from a given one, by using suitable convex combinations.

泛函分析 · 数学 2007-05-23 Lorenzo D'Ambrosio , Elisabetta Mangino

In this paper various notions of convexity of real functions with respect to Chebyshev systems defined over arbitrary subsets of the real line are introduced. As an auxiliary notion, a concept of a relevant divided difference and also a…

经典分析与常微分方程 · 数学 2017-06-29 Zsolt Páles , Éva Székelyné Radácsi

All continuous, SL$(n)$ and translation invariant valuations on the space of convex functions on ${\mathbb R}^n$ are completely classified.

泛函分析 · 数学 2019-06-18 Andrea Colesanti , Monika Ludwig , Fabian Mussnig

In this paper, it is a fuction that is a GA-convex differentiable for a new identity. As a result of this identity, some new and general integral inequalities for differentiable GA-convex functions are obtained.

经典分析与常微分方程 · 数学 2016-08-06 İmdat İşcan , Sercan Turhan

Based on a refinement of the notion of internal sets in Colombeau's theory, so-called strongly internal sets, we introduce the space of generalized smooth functions, a maximal extension of Colombeau generalized functions. Generalized smooth…

泛函分析 · 数学 2016-09-15 Paolo Giordano , Michael Kunzinger , Hans Vernaeve

Nearly convex sets play important roles in convex analysis, optimization and theory of monotone operators. We give a systematic study of nearly convex sets, and construct examples of subdifferentials of lower semicontinuous convex functions…

最优化与控制 · 数学 2015-07-28 Sarah M. Moffat , Walaa M. Moursi , Xianfu Wang

In this paper, we introduce and explore a new class of topological spaces termed as SC*-normal spaces, defined via SC*-open sets. The concept of SC*-normality is analyzed in relation to classical notions such as normal spaces and g-normal…

一般拓扑 · 数学 2025-05-13 Neeraj Kumar Tomar , Fahed Zulfeqarr , M. C. Sharma

Given a strictly positive measure, we characterize inner semicontinuous solid convex-valued mappings for which continuous functions which are selections almost everywhere are selections. This class contains continuous mappings as well as…

最优化与控制 · 数学 2013-08-23 Ari-Pekka Perkkiö

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 with its strong counterpart. First we show that these…

最优化与控制 · 数学 2023-01-30 Pham Duy Khanh , Boris S. Mordukhovich , Vo Thanh Phat

We provide a unified framework for a systematic analysis of the existence of solutions to general nonconvex problems, relying on asymptotic and retractive cones for functions and sets. Using this framework we develop new necessary and…

最优化与控制 · 数学 2025-05-28 Rohan Rele , Angelia Nedich

Consider a sum of convex functions, where the only information known about each individual summand is the location of a minimizer. In this work, we give an exact characterization of the set of possible minimizers of the sum. Our results…

最优化与控制 · 数学 2024-03-11 Moslem Zamani , François Glineur , Julien M. Hendrickx

A new and simple method for quasi-convex optimization is introduced from which its various applications can be derived. Especially, a global optimum under constrains can be approximated for all continuous functions.

最优化与控制 · 数学 2020-12-07 Sompong Dhompongsa , Poom Kumam

We introduce and investigate a new generalized convexity notion for functions called prox-convexity. The proximity operator of such a function is single-valued and firmly nonexpansive. We provide examples of (strongly) quasiconvex, weakly…

最优化与控制 · 数学 2021-11-30 Sorin-Mihai Grad , Felipe Lara