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Rough set theory is a new mathematical approach to imperfect knowledge. The notion of rough sets is generalized by using an arbitrary binary relation on attribute values in information systems, instead of the trivial equality relation. The…

综合数学 · 数学 2015-02-24 M. Abo-Elhamayel

In this paper, we study a solution approach for set optimization problems with respect to the lower set less relation. This approach can serve as a base for numerically solving set optimization problems by using established solvers from…

最优化与控制 · 数学 2021-07-27 Gabriele Eichfelder , Ernest Quintana , Stefan Rocktäschel

This paper establishes several new facts on generalized polyhedral convex sets and shows how they can be used in vector optimization. Among other things, a scalarization formula for the efficient solution sets of generalized vector…

最优化与控制 · 数学 2017-05-22 Nguyen Ngoc Luan

In this paper we derive new second-order optimality conditions for a very general set-constrained optimization problem where the underlying set may be nononvex. We consider local optimality in specific directions (i.e., optimal in a…

最优化与控制 · 数学 2025-03-04 Wei Ouyang , Jane Ye , Binbin Zhang

For a set-valued map, we characterize, in terms of its (unconvexified or convexified) graphical derivatives near the point of interest, positively homogeneous maps that are generalized derivatives in the sense of [20]. This result…

最优化与控制 · 数学 2012-11-20 C. H. Jeffrey Pang

In this thesis, set-valued maps are considered to model the $i-v$ characteristics of semiconductors like diode, and transistor. Using the circuit theory laws, a generalized equation is obtained. The main concern of the thesis is to…

最优化与控制 · 数学 2017-04-14 Iman Mehrabinezhad

Approximations of optimization problems arise in computational procedures and sensitivity analysis. The resulting effect on solutions can be significant, with even small approximations of components of a problem translating into large…

最优化与控制 · 数学 2022-08-10 Johannes O. Royset

We consider the problem of globally minimizing the sum of many rational functions over a given compact semialgebraic set. The number of terms can be large (10 to 100), the degree of each term should be small (up to 10), and the number of…

最优化与控制 · 数学 2011-02-25 Florian Bugarin , Didier Henrion , Jean-Bernard Lasserre

We consider the problem of maximizing an unknown function over a compact and convex set using as few observations as possible. We observe that the optimization of the function essentially relies on learning the induced bipartite ranking…

机器学习 · 统计学 2017-03-08 Cédric Malherbe , Nicolas Vayatis

We study smoothness of generalized solutions of nonlocal elliptic problems in plane bounded domains with piecewise smooth boundary. The case where the support of nonlocal terms can intersect the boundary is considered. We find conditions…

偏微分方程分析 · 数学 2014-04-22 Pavel Gurevich

We develop a general framework for estimating function-valued parameters under equality or inequality constraints in infinite-dimensional statistical models. Such constrained learning problems are common across many areas of statistics and…

机器学习 · 统计学 2025-07-22 Razieh Nabi , Nima S. Hejazi , Mark J. van der Laan , David Benkeser

This paper is devoted to the study of metric subregularity and strong subregularity of any positive order $q$ for set-valued mappings in finite and infinite dimensions. While these notions have been studied and applied earlier for $q=1$…

最优化与控制 · 数学 2015-07-20 Boris Mordukhovich , Wei Ouyang

This article focuses on the optimization of a complex system which is composed of several subsystems. On the one hand, these subsystems are subject to multiple objectives, local constraints as well as local variables, and they are…

This paper explores some sufficient conditions for the enhanced solvability of strong vector equilibrium problems, which can be established via a variational approach. Enhanced solvability here means existence of solutions, which are strong…

最优化与控制 · 数学 2022-05-11 Amos Uderzo

This paper analyzes general spatially-coupled (SC) systems with multi-dimensional coupling. A continuum approximation is used to derive potential functions that characterize the performance of the SC systems. For any dimension of coupling,…

信息论 · 计算机科学 2013-04-19 Keigo Takeuchi , Toshiyuki Tanaka , Kenta Kasai

This paper draws on diverse areas of computer science to develop a unified view of computation: (1) Optimization in operations research, where a numerical objective function is maximized under constraints, is generalized from the numerical…

人工智能 · 计算机科学 2013-02-11 A. Nait Abdallah , M. H. van Emden

We introduce a generalized framework for studying higher-order versions of the multiscale method known as Localized Orthogonal Decomposition. Through a suitable reformulation, we are able to accommodate both conforming and nonconforming…

数值分析 · 数学 2025-06-25 Moritz Hauck , Alexei Lozinski , Roland Maier

Recent results in control systems and numerical integration literature utilize invariant set theory to lift dynamical systems evolving on nonlinear manifolds to those evolving on vector spaces. We leverage this technique to propose an…

最优化与控制 · 数学 2022-08-09 Siddharth H. Nair

As machine learning applications grow increasingly ubiquitous and complex, they face an increasing set of requirements beyond accuracy. The prevalent approach to handle this challenge is to aggregate a weighted combination of requirement…

机器学习 · 计算机科学 2026-01-07 Aneesh Barthakur , Luiz F. O. Chamon

Generalized entropic projections and dominating points are solutions to convex minimization problems related to conditional laws of large numbers. They appear in many areas of applied mathematics such as statistical physics, information…

概率论 · 数学 2019-04-22 Christian Léonard