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Combinatorial optimization problems play crucial roles in real-world applications, and many studies from a physics perspective have contributed to specialized hardware for high-speed computation. However, some combinatorial optimization…

应用物理 · 物理学 2025-01-07 Tatsuya Naoi , Tatsuya Kishimoto , Jun Ohkubo

In this work we consider the problem of finding the minimum-weight loop cover of an undirected graph. This combinatorial optimization problem is called 2-matching and can be seen as a relaxation of the traveling salesman problem since one…

无序系统与神经网络 · 物理学 2018-08-28 Sergio Caracciolo , Andrea Di Gioacchino , Enrico M. Malatesta

In this paper, we study estimators for geometric optimization problems in the sublinear geometric model. In this model, we have oracle access to a point set with size $n$ in a discrete space $[\Delta]^d$, where queries can be made to an…

计算几何 · 计算机科学 2025-04-23 Anne Driemel , Morteza Monemizadeh , Eunjin Oh , Frank Staals , David P. Woodruff

Optimal solutions of combinatorial optimization problems can be sensitive to changes in the cost of one or more elements of the ground set E. Single and set tolerances measure the supremum / infimum possible change such that the current…

离散数学 · 计算机科学 2024-09-30 Gerold Jäger , Marcel Turkensteen

The computational cost of a Monte Carlo algorithm can only be meaningfully discussed when taking into account the magnitude of the resulting statistical error. Aiming for a fixed error per particle, we study the scaling behavior of the…

计算物理 · 物理学 2010-02-11 Norbert Nemec

Traditional solvers for tackling combinatorial optimization (CO) problems are usually designed by human experts. Recently, there has been a surge of interest in utilizing deep learning, especially deep reinforcement learning, to…

神经与进化计算 · 计算机科学 2023-04-13 Shengcai Liu , Yu Zhang , Ke Tang , Xin Yao

This survey revisits classical combinatorial optimization algorithms and extends them to two-stage stochastic models, particularly focusing on client-element problems. We reformulate these problems to optimize element selection under…

最优化与控制 · 数学 2024-09-04 Phuong Le

Monte-Carlo simulations are routinely used for estimating the scaling exponents of complex systems. However, due to finite-size effects, determining the exponent values is often difficult and not reliable. Here we present a novel technique…

计算物理 · 物理学 2013-03-05 Indrek Mandre , Jaan Kalda

Submodularity is a fundamental phenomenon in combinatorial optimization. Submodular functions occur in a variety of combinatorial settings such as coverage problems, cut problems, welfare maximization, and many more. Therefore, a lot of…

数据结构与算法 · 计算机科学 2011-11-08 Shaddin Dughmi

We consider the communication complexity of a number of distributed optimization problems. We start with the problem of solving a linear system. Suppose there is a coordinator together with $s$ servers $P_1, \ldots, P_s$, the $i$-th of…

数据结构与算法 · 计算机科学 2019-11-01 Santosh S. Vempala , Ruosong Wang , David P. Woodruff

Multiobjective combinatorial optimization deals with problems considering more than one viewpoint or scenario. The problem of aggregating multiple criteria to obtain a globalizing objective function is of special interest when the number of…

最优化与控制 · 数学 2013-06-07 Elena Fernández , Miguel A. Pozo , Justo Puerto

Finding the optimal solution is often the primary goal in combinatorial optimization (CO). However, real-world applications frequently require diverse solutions rather than a single optimum, particularly in two key scenarios. The first…

机器学习 · 统计学 2025-08-15 Yuma Ichikawa , Hiroaki Iwashita

Mathematical Selection is a method in which we select a particular choice from a set of such. It have always been an interesting field of study for mathematicians. Combinatorial optimisation is the practice of selecting the best constituent…

最优化与控制 · 数学 2024-01-31 Anurag Dutta , K. Lakshmanan , John Harshith , A. Ramamoorthy

We investigate the inflationary implications of extensions of Poincare symmetry. The simplest constructions with local scale invariance lead to universal predictions: the spectral index is $n_s = 1-2/N$, in excellent agreement with Planck…

高能物理 - 理论 · 物理学 2015-07-15 Mehmet Ozkan , Diederik Roest

We found that models of evolving random networks exhibit dynamic scaling similar to scaling of growing surfaces. It is demonstrated by numerical simulations of two variants of the model in which nodes are added as well as removed [Phys.…

统计力学 · 物理学 2009-11-07 Miroslav Kotrla , Frantisek Slanina , Jakub Steiner

In robust combinatorial optimization, we would like to find a solution that performs well under all realizations of an uncertainty set of possible parameter values. How we model this uncertainty set has a decisive influence on the…

最优化与控制 · 数学 2024-04-30 Marc Goerigk , Mohammad Khosravi

Combinatorial optimization plays an important role in real-world problem solving. In the big data era, the dimensionality of a combinatorial optimization problem is usually very large, which poses a significant challenge to existing…

机器学习 · 计算机科学 2020-09-09 Yuan Sun , Andreas Ernst , Xiaodong Li , Jake Weiner

We present a method to design parallel algorithms for constrained combinatorial optimization problems. Our method solves and generalizes many classical combinatorial optimization problems including the stable marriage problem, the shortest…

数据结构与算法 · 计算机科学 2018-12-27 Vijay K. Garg

Mathematical Selection is a method in which we select a particular choice from a set of such. It have always been an interesting field of study for mathematicians. Accordingly, Combinatorial Optimization is a sub field of this domain of…

计算复杂性 · 计算机科学 2023-06-29 Anurag Dutta , K. Lakshmanan , A. Ramamoorthy , Liton Chandra Voumik , John Harshith , John Pravin Motha

We consider a class of combinatorial optimization problems that emerge in a variety of domains among which: condensed matter physics, theory of financial risks, error correcting codes in information transmissions, molecular and protein…

数值分析 · 数学 2025-10-20 L. Bussolari , P. Contucci , C. Giardina' , C. Giberti , F. Unguendoli , C. Vernia