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Iterative sketching and sketch-and-precondition are well-established randomized algorithms for solving large-scale, over-determined linear least-squares problems. In this paper, we introduce a new perspective that interprets Iterative…

数值分析 · 数学 2024-10-18 Ruihan Xu , Yiping Lu

This paper proposes distributed algorithms to solve robust convex optimization (RCO) when the constraints are affected by nonlinear uncertainty. We adopt a scenario approach by randomly sampling the uncertainty set. To facilitate the…

分布式、并行与集群计算 · 计算机科学 2018-01-16 Keyou You , Roberto Tempo , Pei Xie

We study a multigrid method for solving large linear systems of equations with tensor product structure. Such systems are obtained from stochastic finite element discretization of stochastic partial differential equations such as the…

数值分析 · 数学 2017-04-11 Howard C. Elman , Tengfei Su

In many industrial robotics applications, such as spot-welding, spray-painting or drilling, the robot is required to visit successively multiple targets. The robot travel time among the targets is a significant component of the overall…

机器人学 · 计算机科学 2017-10-06 Francisco Suárez-Ruiz , Teguh Santoso Lembono , Quang-Cuong Pham

Many discrete optimization problems amount to selecting a feasible set of edges of least weight. We consider in this paper the context of spatial graphs where the positions of the vertices are uncertain and belong to known uncertainty sets.…

数据结构与算法 · 计算机科学 2022-09-27 Marin Bougeret , Jérémy Omer , Michael Poss

This work studies rearrangement problems involving the sorting of robots or objects in stack-like containers, which can be accessed only from one side. Two scenarios are considered: one where every robot or object needs to reach a…

机器人学 · 计算机科学 2017-07-03 Shuai D. Han , Nicholas M. Stiffler , Kostas E. Bekris , Jingjin Yu

We present a distributed framework for predicting whether a planned reconfiguration step of a modular robot will mechanically overload the structure, causing it to break or lose stability under its own weight. The algorithm is executed by…

In this paper, we develop a high order numerical method for the numerical solutions of scattering problems with slightly perturbed periodic surfaces in two dimensional spaces. Based on the regularity property introduced in Part I, the…

数值分析 · 数学 2018-09-27 Ruming Zhang

In this paper an extension of the sparse decomposition problem is considered and an algorithm for solving it is presented. In this extension, it is known that one of the shifted versions of a signal s (not necessarily the original signal…

多媒体 · 计算机科学 2008-09-23 Hamed Firouzi , Massoud Babaie-Zadeh , Aria Ghasemian , Christian Jutten

In this paper we investigate an adaptive discretization strategy for ill-posed linear prob- lems combined with a regularization from a class of semiiterative methods. We show that such a discretization approach in combination with a…

数值分析 · 数学 2014-07-22 Wolfgang Erb , Evgeniya V. Semenova

We present a uniform self-stabilizing algorithm, which solves the problem of distributively finding a minimum diameter spanning tree of an arbitrary positively real-weighted graph. Our algorithm consists in two stages of stabilizing…

分布式、并行与集群计算 · 计算机科学 2013-12-12 Franck Butelle , Christian Lavault , Marc Bui

The Survey Propagation (SP) algorithm for solving $k$-SAT problems has been shown recently as an instance of the Belief Propagation (BP) algorithm. In this paper, we show that for general constraint-satisfaction problems, SP may not be…

信息论 · 计算机科学 2008-01-31 Ronghui Tu , Yongyi Mao , Jiying Zhao

A method for the identification of small inhomogeneities from a surface data is presented in the framework of an inverse scattering problem for the Helmholtz equation. Using the assumptions of smallness of the scatterers one reduces this…

数学物理 · 物理学 2007-05-23 Semion Gutman , Alexander G. Ramm

In this paper, we study spline trajectory generation via the solution of two optimisation problems: (i) a quadratic program (QP) with linear equality constraints and (ii) a nonlinear and nonconvex optimisation program. We propose an…

系统与控制 · 电气工程与系统科学 2021-05-06 Declan Burke , Airlie Chapman , Iman Shames

Many challenging tasks in sensor networks, including sensor calibration, ranking of nodes, monitoring, event region detection, collaborative filtering, collaborative signal processing, {\em etc.}, can be formulated as a problem of solving a…

数值分析 · 计算机科学 2009-01-20 Danny Bickson , Ezra N. Hoch , Harel Avissar , Danny Dolev

This paper addresses the task allocation problem for multi-robot systems. The main issue with the task allocation problem is inherent complexity that makes finding an optimal solution within a reasonable time almost impossible. To hand the…

多智能体系统 · 计算机科学 2019-01-11 Hyo-Sang Shin , Teng Li , Pau Segui-Gasco

In this invited contribution, we revisit the stochastic shortest path problem, and show how recent results allow one to improve over the classical solutions: we present algorithms to synthesize strategies with multiple guarantees on the…

计算机科学中的逻辑 · 计算机科学 2014-11-05 Mickael Randour , Jean-François Raskin , Ocan Sankur

In this paper, we derive a randomized version of the Mirror-Prox method for solving some structured matrix saddle-point problems, such as the maximal eigenvalue minimization problem. Deterministic first-order schemes, such as Nesterov's…

最优化与控制 · 数学 2011-12-07 Michel Baes , Michael Bürgisser , Arkadi Nemirovski

Decision-making problems can be modeled as combinatorial optimization problems with Constraint Programming formalisms such as Constrained Optimization Problems. However, few Constraint Programming formalisms can deal with both optimization…

人工智能 · 计算机科学 2022-05-24 Valentin Antuori , Florian Richoux

Stochastic gradient descent is one of the most successful approaches for solving large-scale problems, especially in machine learning and statistics. At each iteration, it employs an unbiased estimator of the full gradient computed from one…

数值分析 · 数学 2018-12-05 Bangti Jin , Xiliang Lu