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We study the feature-based newsvendor problem, in which a decision-maker has access to historical data consisting of demand observations and exogenous features. In this setting, we investigate feature selection, aiming to derive sparse,…

机器学习 · 计算机科学 2022-09-13 Breno Serrano , Stefan Minner , Maximilian Schiffer , Thibaut Vidal

We study the tactical time slot management problem under mixed logit demand for attended home delivery in subscription settings. We propose a static mixed-integer linear programming model that integrates delivery slot assortment, price…

最优化与控制 · 数学 2025-12-15 Dorsa Abdolhamidi , Virginie Lurkin

As Internet applications have become more diverse in recent years, users having heavy demand for online video services are more willing to pay higher prices for better services than light users that mainly use e-mails and instant messages.…

网络与互联网体系结构 · 计算机科学 2017-01-17 Mao Zou , Richard T. B. Ma , Xin Wang , Yinlong Xu

Certifying feasibility in decision-making, critical in many industries, can be framed as a constraint satisfaction problem. This paper focuses on characterising a subset of parameter values from an a priori set that satisfy constraints on a…

系统与控制 · 电气工程与系统科学 2025-11-14 Max Mowbray , Nilay Shah , Benoît Chachuat

Data heterogeneity across participating devices poses one of the main challenges in federated learning as it has been shown to greatly hamper its convergence time and generalization capabilities. In this work, we address this limitation by…

机器学习 · 计算机科学 2021-10-20 Mohamad Mestoukirdi , Matteo Zecchin , David Gesbert , Qianrui Li , Nicolas Gresset

We consider the decentralized control of a discrete-time, linear system subject to exogenous disturbances and polyhedral constraints on the state and input trajectories. The underlying system is composed of a finite collection of…

最优化与控制 · 数学 2020-04-08 Weixuan Lin , Eilyan Bitar

Image segmentation has come a long way since the early days of computer vision, and still remains a challenging task. Modern variations of the classical (purely bottom-up) approach, involve, e.g., some form of user assistance (interactive…

计算机视觉与模式识别 · 计算机科学 2017-07-19 Eyasu Zemene , Leulseged Tesfaye Alemu , Marcello Pelillo

Feature selection is popular for obtaining small, interpretable, yet highly accurate prediction models. Conventional feature-selection methods typically yield one feature set only, which might not suffice in some scenarios. For example,…

机器学习 · 计算机科学 2025-02-07 Jakob Bach

This work presents a hybrid approach to solve the maximum stable set problem, using constraint and semidefinite programming. The approach consists of two steps: subproblem generation and subproblem solution. First we rank the variable…

组合数学 · 数学 2007-05-23 W. J. van Hoeve

We present a method for optimal control with respect to a linear cost function for positive linear systems with coupled input constraints. We show that the optimal cost function and resulting sparse state feedback for these systems can be…

最优化与控制 · 数学 2023-11-07 David Ohlin , Emma Tegling , Anders Rantzer

This paper presents a novel factor graph-based approach to solve the discrete-time finite-horizon Linear Quadratic Regulator problem subject to auxiliary linear equality constraints within and across time steps. We represent such optimal…

机器人学 · 计算机科学 2021-10-27 Shuo Yang , Gerry Chen , Yetong Zhang , Howie Choset , Frank Dellaert

Given a static vertex-selection problem (e.g. independent set, dominating set) on a graph, we can define a corresponding temporally satisfying reconfiguration problem on a temporal graph which asks for a sequence of solutions to the…

数据结构与算法 · 计算机科学 2025-09-22 Tom Davot , Jessica Enright , Laura Larios-Jones

The (constrained) minimization of a ratio of set functions is a problem frequently occurring in clustering and community detection. As these optimization problems are typically NP-hard, one uses convex or spectral relaxations in practice.…

机器学习 · 统计学 2013-06-17 Thomas Bühler , Syama Sundar Rangapuram , Simon Setzer , Matthias Hein

This paper addresses the problem of designing recommendation systems for social networks and e-commerce platforms from a control-theoretic perspective. We treat the design of recommendation systems as a state-feedback infinite-horizon…

系统与控制 · 电气工程与系统科学 2026-03-12 Simone Mariano , Paolo Frasca

Discovering significant itemsets is one of the fundamental problems in data mining. It has recently been shown that constraint programming is a flexible way to tackle data mining tasks. With a constraint programming approach, we can easily…

人工智能 · 计算机科学 2018-02-09 Christian Bessiere , Nadjib Lazaar , Yahia Lebbah , Mehdi Maamar

Constraint satisfaction problem (CSP) is a well-studied combinatorial search problem, in which we are asked to find an assignment of values to given variables so as to satisfy all of given constraints. We study a reconfiguration variant of…

数据结构与算法 · 计算机科学 2018-12-31 Tatsuhiko Hatanaka , Takehiro Ito , Xiao Zhou

Constraint satisfaction is a critical component in a wide range of engineering applications, including but not limited to safe multi-agent control and economic dispatch in power systems. This study explores violation-free distributed…

最优化与控制 · 数学 2024-04-12 Changxin Liu , Xiao Tan , Xuyang Wu , Dimos V. Dimarogonas , Karl H. Johansson

Wideband communication receivers often deal with the problems of detecting weak signals from distant sources received together with strong nearby interferers. When the techniques of random modulation are used in communication system…

信息论 · 计算机科学 2018-11-15 Dian Mo , Marco F. Duarte

Online mobile advertising ecosystems provide advertising and analytics services that collect, aggregate, process, and trade a rich amount of consumers' personal data and carry out interest-based ad targeting, which raised serious privacy…

密码学与安全 · 计算机科学 2022-05-11 Imdad Ullah , Adel Binbusayyis

To support multiple on-demand services over fixed communication networks, network operators must allow flexible customization and fast provision of their network resources. One effective approach to this end is network virtualization,…

网络与互联网体系结构 · 计算机科学 2017-08-25 Nan Zhang , Ya-Feng Liu , Hamid Farmanbar , Tsung-Hui Chang , Mingyi Hong , Zhi-Quan Luo