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Most existing work in online stochastic combinatorial optimization assumes that inputs are drawn from independent distributions -- a strong assumption that often fails in practice. At the other extreme, arbitrary correlations are equivalent…

数据结构与算法 · 计算机科学 2025-11-11 Zhimeng Gao , Evangelia Gergatsouli , Kalen Patton , Sahil Singla

We study the rent-or-buy variant of the online Steiner forest problem on node- and edge-weighted graphs. For $n$-node graphs with at most $\bar{n}$ non-zero node-weights, and at most $\tilde{k}$ different arriving terminal pairs, we obtain…

数据结构与算法 · 计算机科学 2025-07-14 Sander Borst , Moritz Venzin

The Congested Clique model proposed by Lotker et al.[SICOMP'05] was introduced in order to provide a simple abstraction for overlay networks. Congested Clique is a model of distributed (or parallel) computing, in which there are $n$ players…

数据结构与算法 · 计算机科学 2018-08-28 Krzysztof Nowicki

Due to its broad applications in practice, the minimum spanning tree problem and its all kinds of variations have been studied extensively during the last decades, for which a host of efficient exact and heuristic algorithms have been…

最优化与控制 · 数学 2026-05-05 Yang Xu , Lianmin Zhang

The resource allocation problem consists of the optimal distribution of a budget between agents in a group. We consider such a problem in the context of open systems, where agents can be replaced at some time instances. These replacements…

多智能体系统 · 计算机科学 2022-07-20 Renato Vizuete , Charles Monnoyer de Galland , Julien M. Hendrickx , Paolo Frasca , Elena Panteley

Submodularity in combinatorial optimization has been a topic of many studies and various algorithmic techniques exploiting submodularity of a studied problem have been proposed. It is therefore natural to ask, in cases where the cost…

数据结构与算法 · 计算机科学 2023-05-19 Martin Böhm , Jarosław Byrka , Mateusz Lewandowski , Jan Marcinkowski

In the node-weighted prize-collecting Steiner tree problem (NW-PCST) we are given an undirected graph $G=(V,E)$, non-negative costs $c(v)$ and penalties $\pi(v)$ for each $v \in V$. The goal is to find a tree $T$ that minimizes the total…

数据结构与算法 · 计算机科学 2013-04-11 Jochen Könemann , Sina Sadeghian , Laura Sanità

We study the minimum-cost metric perfect matching problem under online i.i.d arrivals. We are given a fixed metric with a server at each of the points, and then requests arrive online, each drawn independently from a known probability…

数据结构与算法 · 计算机科学 2019-04-22 Anupam Gupta , Guru Guruganesh , Binghui Peng , David Wajc

We study the NP-hard problem of approximating a Minimum Routing Cost Spanning Tree in the message passing model with limited bandwidth (CONGEST model). In this problem one tries to find a spanning tree of a graph $G$ over $n$ nodes that…

分布式、并行与集群计算 · 计算机科学 2014-06-06 Alexandra Hochuli , Stephan Holzer , Roger Wattenhofer

We study a ranking and selection (R&S) problem when all solutions share common parametric Bayesian input models updated with the data collected from multiple independent data-generating sources. Our objective is to identify the best system…

统计方法学 · 统计学 2025-02-25 Eunhye Song , Taeho Kim

The exponential growth of multimedia data traffic in 6G networks poses unprecedented challenges for immersive communication, where ultra-high-definition, multi-quality streaming must be delivered on demand while minimizing network…

网络与互联网体系结构 · 计算机科学 2025-07-08 Zien Wang , Xiucheng Wang , Nan Cheng , Wenchao Xu , Wei Quan , Ruijin Sun , Conghao Zhou

We investigate the power of randomized algorithms for the maximum cardinality matching (MCM) and the maximum weight matching (MWM) problems in the online preemptive model. In this model, the edges of a graph are revealed one by one and the…

数据结构与算法 · 计算机科学 2015-07-03 Ashish Chiplunkar , Sumedh Tirodkar , Sundar Vishwanathan

Motivated by the desire to utilize a limited number of configurable optical switches by recent advances in Software Defined Networks (SDNs), we define an online problem which we call the Caching in Matchings problem. This problem has a…

数据结构与算法 · 计算机科学 2024-02-26 Yaniv Sadeh , Haim Kaplan

We consider network design problems with deadline or delay. All previous results for these models are based on randomized embedding of the graph into a tree (HST) and then solving the problem on this tree. We show that this is not…

数据结构与算法 · 计算机科学 2020-04-20 Yossi Azar , Noam Touitou

The problem of non-monotone $k$-submodular maximization under a knapsack constraint ($\kSMK$) over the ground set size $n$ has been raised in many applications in machine learning, such as data summarization, information propagation, etc.…

数据结构与算法 · 计算机科学 2023-09-22 Dung T. K. Ha , Canh V. Pham , Tan D. Tran , Huan X. Hoang

Online optimization covers problems such as online resource allocation, online bipartite matching, adwords (a central problem in e-commerce and advertising), and adwords with separable concave returns. We analyze the worst case competitive…

数据结构与算法 · 计算机科学 2016-11-03 Reza Eghbali , Maryam Fazel

Building a spanning tree, minimum spanning tree (MST), and BFS tree in a distributed network are fundamental problems which are still not fully understood in terms of time and communication cost. x The first work to succeed in computing a…

分布式、并行与集群计算 · 计算机科学 2019-07-30 Ali Mashreghi , Valerie King

We study the query complexity of the metric Steiner Tree problem, where we are given an $n \times n$ metric on a set $V$ of vertices along with a set $T \subseteq V$ of $k$ terminals, and the goal is to find a tree of minimum cost that…

数据结构与算法 · 计算机科学 2024-11-11 Yu Chen , Sanjeev Khanna , Zihan Tan

Research suggests that social relationships have substantial impacts on individuals' health outcomes. Network intervention, through careful planning, can assist a network of users to build healthy relationships. However, most previous work…

社会与信息网络 · 计算机科学 2020-01-29 Hui-Ju Hung , Wang-Chien Lee , De-Nian Yang , Chih-Ya Shen , Zhen Lei , Sy-Miin Chow

In the (discrete) CNN problem, online requests appear as points in $\mathbb{R}^2$. Each request must be served before the next one is revealed. We have a server that can serve a request simply by aligning either its $x$ or $y$ coordinate…

数据结构与算法 · 计算机科学 2012-06-20 John Augustine , Nick Gravin