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We consider the problem of minimal correction of the training set to make it consistent with monotonic constraints. This problem arises during analysis of data sets via techniques that require monotone data. We show that this problem is…

机器学习 · 计算机科学 2007-05-23 Rustem Takhanov

We consider the optimal containment of polygonal regions within convex containers with the special property of 'orientedness' - an oriented region enables us to choose a preferred direction on the plane (this direction is not necessarily an…

综合数学 · 数学 2018-09-07 R Nandakumar

An optimal control problem on finite-dimensional positive cones is stated. Under a critical assumption on the cone, the corresponding Bellman equation is satisfied by a linear function, which can be computed by convex optimization. A…

最优化与控制 · 数学 2024-10-02 Richard Pates , Anders Rantzer

We investigate the iterative behaviour of continuous order preserving subhomogeneous maps that map a polyhedral cone into itself. For these maps we show that every bounded orbit converges to a periodic orbit and, moreover, that there exists…

动力系统 · 数学 2007-05-23 Marianne Akian , Stephane Gaubert , Bas Lemmens , Roger Nussbaum

This paper considers the problem of smoothing convex functions and sets, seeking the nearest smooth convex function or set to a given one. For convex cones and sublinear functions, a full characterization of the set of all optimal…

最优化与控制 · 数学 2025-08-22 Thabo Samakhoana , Benjamin Grimmer

The basic tool for solving problems in metric geometry and isotonic regression is the metric projection onto closed convex cones. Isotonicity of these projections with respect to a given order relation can facilitate finding the solutions…

最优化与控制 · 数学 2016-02-16 A. B. Németh , S. Z. Németh

The paper considers the minimization of a separable convex function subject to linear ascending constraints. The problem arises as the core optimization in several resource allocation scenarios, and is a special case of an optimization of a…

最优化与控制 · 数学 2016-08-30 Akhil P T , Rajesh Sundaresan

In combinatorial optimization, ordinal costs can be used to model the quality of elements whenever numerical values are not available. When considering, for example, routing problems for cyclists, the safety of a street can be ranked in…

最优化与控制 · 数学 2026-01-07 Kathrin Klamroth , Michael Stiglmayr , Julia Sudhoff Santos

We look for the minimizers of the functional $\jla{\la}(\oo)=\la|\oo|-P(\oo)$ among planar convex domains constrained to lie into a given ring. We prove that, according to the values of the parameter $\la$, the solutions are either a disc…

偏微分方程分析 · 数学 2010-12-22 Chiara Bianchini , Antoine Henrot

A convex cone is homogeneous if its automorphism group acts transitively on the interior of the cone, i.e., for every pair of points in the interior of the cone, there exists a cone automorphism that maps one point to the other. Cones that…

最优化与控制 · 数学 2022-11-03 Levent Tunçel , Lieven Vandenberghe

We consider the problem of approximating the solution of variational problems subject to the constraint that the admissible functions must be convex. This problem is at the interface between convex analysis, convex optimization, variational…

数值分析 · 数学 2015-03-19 Adam M. Oberman

We answer in the affirmative a recently-posed question that asked if there exists an "untypical" convex mapping cone -- i.e., one that does not arise from the transpose map and the cones of k-positive and k-superpositive maps. We explicitly…

算子代数 · 数学 2013-04-23 Nathaniel Johnston , Łukasz Skowronek , Erling Størmer

This work addresses arbitrary convex vector optimization problems, which constitute a general framework for multi-criteria decision-making in diverse real-world applications. Due to their complexity, such problems are typically tackled…

最优化与控制 · 数学 2026-03-31 Daniel Dörfler , Rebecca Köhler , Andreas Löhne

Problems related to projections on closed convex cones are frequently encountered in optimization theory and related fields. To study these problems, various unifying ideas have been introduced, including asymmetric vector-valued norms and…

最优化与控制 · 数学 2022-04-11 Jani Jokela

Non-convex optimization is ubiquitous in modern machine learning. Researchers devise non-convex objective functions and optimize them using off-the-shelf optimizers such as stochastic gradient descent and its variants, which leverage the…

机器学习 · 计算机科学 2021-03-26 Tengyu Ma

In this paper, we propose a new Fully Composite Formulation of convex optimization problems. It includes, as a particular case, the problems with functional constraints, max-type minimization problems, and problems of Composite…

最优化与控制 · 数学 2021-03-24 Nikita Doikov , Yurii Nesterov

We present two criteria for checking approximate proper efficiency in vector optimization problems with the ordering cone being a nonnegative orthant. Although the criteria can be established by Benson's approach [H.P. Benson, \textit{An…

最优化与控制 · 数学 2023-12-05 Nguyen Thi Thu Huong

In multi-objective optimization, a single decision vector must balance the trade-offs between many objectives. Solutions achieving an optimal trade-off are said to be Pareto optimal: these are decision vectors for which improving any one…

最优化与控制 · 数学 2023-08-07 Abhishek Roy , Geelon So , Yi-An Ma

Establishing explicit formulas of coderivatives with respect to a set of the normal cone mapping to a polyhedron, the solution set of a variational inequalities system, is one of the main goals of this paper. By using our coderivative…

最优化与控制 · 数学 2023-12-27 Vo Duc Thinh , Xiaolong Qin , Jen-Chih Yao

In a previous work arXiv:physics/0611108v2, it was shown that the volume spanned by a molecular system in its conformational space can be effectively bounded by a polyhedral cone, this cone is described by means of a simple combinatorial…

计算物理 · 物理学 2007-10-15 Jacques Gabarro-Arpa