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Detecting hidden convexity is one of the tools to address nonconvex minimization problems. After giving a formal definition of hidden convexity, we introduce the notion of conditional infimum, as it will prove instrumental in detecting…

最优化与控制 · 数学 2021-04-13 Jean-Philippe Chancelier , Michel de Lara

Various notions of condition numbers are used to study some sensitivity aspects of scalar optimization problems. The aim of this paper is to introduce a notion of condition number to study the case of a multiobjective optimization problem…

最优化与控制 · 数学 2012-01-30 Monica Bianchi , Enrico Miglierina , Elena Molho , Rita Pini

This paper deals with multidimensional dynamic risk measures induced by conditional $g$-expectations. A notion of multidimensional $g$-expectation is proposed to provide a multidimensional version of nonlinear expectations. By a technical…

风险管理 · 定量金融 2012-03-09 Yuhong Xu

Given a convex optimization problem and its dual, there are many possible first-order algorithms. In this paper, we show the equivalence between mirror descent algorithms and algorithms generalizing the conditional gradient method. This is…

机器学习 · 计算机科学 2013-10-21 Francis Bach

In this paper, we study constraint qualifications for the nonconvex inequality defined by a proper lower semicontinuous function. These constraint qualifications involve the generalized construction of normal cones and subdifferentials.…

最优化与控制 · 数学 2017-07-25 Zhou Wei , Jen-Chih Yao

We study convex optimization problems where disjoint blocks of variables are controlled by binary indicator variables that are also subject to conditions, e.g., cardinality. Several classes of important examples can be formulated in such a…

最优化与控制 · 数学 2024-11-19 Daniel Bienstock , Tongtong Chen

We present a new duality theory for non-convex variational problems, under possibly mixed Dirichlet and Neumann boundary conditions. The dual problem reads nicely as a linear programming problem, and our main result states that there is no…

最优化与控制 · 数学 2016-07-12 Guy Bouchitté , Ilaria Fragalà

Risk measures connect probability theory or statistics to optimization, particularly to convex optimization. They are nowadays standard in applications of finance and in insurance involving risk aversion. This paper investigates a wide…

风险管理 · 定量金融 2020-03-26 Paul Dommel , Alois Pichler

This paper studies convex problems of Bolza in the conjugate duality framework of Rockafellar. We parameterize the problem by a general Borel measure which has direct economic interpretation in problems of financial economics. We derive a…

最优化与控制 · 数学 2013-09-10 Teemu Pennanen , Ari-Pekka Perkkiö

In this paper, we deal with constraint qualifications, the stationary concept and the optimality conditions for nonsmooth mathematical programs with equilibrium constraints. The main tool of our study is the notion of tangential…

最优化与控制 · 数学 2025-09-04 Shashi Kant Mishra , Dheerendra Singh

The purpose of this paper is to characterize the weak efficient solutions, the efficient solutions, and the isolated efficient solutions of a given vector optimization problem with finitely many convex objective functions and infinitely…

最优化与控制 · 数学 2016-08-11 Miguel A. Goberna , Nader Kanzi

To provide a solid analytic foundation for the module approach to conditional risk measures, this paper establishes a complete random convex analysis over random locally convex modules by simultaneously considering the two kinds of…

泛函分析 · 数学 2013-08-03 Tiexin Guo , Shien Zhao , Xiaolin Zeng

Primal-Dual Interior-Point methods are capable of solving constrained convex optimization problems to tight tolerances in a fast and robust manner. The derivatives of the primal-dual solution with respect to the problem matrices can be…

最优化与控制 · 数学 2024-06-21 Kevin Tracy , Zachary Manchester

In this paper we consider the minimization of a continuous function that is potentially not differentiable or not twice differentiable on the boundary of the feasible region. By exploiting an interior point technique, we present first- and…

计算复杂性 · 计算机科学 2017-02-15 Gabriel Haeser , Hongcheng Liu , Yinyu Ye

We consider the pricing problem facing a seller of a contingent claim. We assume that this seller has some general level of partial information, and that he is not allowed to sell short in certain assets. This pricing problem, which is our…

数理金融 · 定量金融 2019-02-28 Kristina Rognlien Dahl

In this paper, based on basic constraint qualification (BCQ) and strong BCQ for convex generalized equation, we are inspired to further discuss constraint qualifications of BCQ and strong BCQ for nonconvex generalized equation and then…

最优化与控制 · 数学 2015-02-25 Liyun Huang , Qinghai He , Zhou Wei

We propose a method to assess the intrinsic risk carried by a financial position $X$ when the agent faces uncertainty about the pricing rule assigning its present value. Our approach is inspired by a new interpretation of the quasiconvex…

风险管理 · 定量金融 2017-07-17 Marco Frittelli , Marco Maggis

This article develops a duality principle applicable to a large class of variational problems. Firstly, we apply the results to a Ginzburg-Landau type model. In a second step, we develop another duality principle and related primal dual…

最优化与控制 · 数学 2018-01-18 Fabio Botelho

This paper develops a unified framework for the robustification of risk measures beyond the classical convex and cash-additive setting. We consider general risk measures on Lp spaces and construct their robust counterparts through families…

风险管理 · 定量金融 2026-03-19 Francesca Centrone , Asmerilda Hitaj , Elisa Mastrogiacomo , Emanuela Rosazza Gianin

Based on the needs of convergence proofs of preconditioned proximal point methods, we introduce notions of partial strong submonotonicity and partial (metric) subregularity of set-valued maps. We study relationships between these two…

最优化与控制 · 数学 2020-03-02 Tuomo Valkonen