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Online load balancing for heterogeneous machines aims to minimize the makespan (maximum machine workload) by scheduling arriving jobs with varying sizes on different machines. In the adversarial setting, where an adversary chooses not only…

数据结构与算法 · 计算机科学 2024-05-22 Sungjin Im , Ravi Kumar , Shi Li , Aditya Petety , Manish Purohit

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

Several well-studied online resource allocation problems can be formulated in terms of infinite, increasing sequences of positive values, in which each element is associated with a corresponding allocation value. Examples include problems…

数据结构与算法 · 计算机科学 2021-11-10 Spyros Angelopoulos , Diogo Arsénio , Shahin Kamali

In the online multiple knapsack problem, an algorithm faces a stream of items, and each item has to be either rejected or stored irrevocably in one of $n$ bins (knapsacks) of equal size. The gain of an~algorithm is equal to the sum of sizes…

数据结构与算法 · 计算机科学 2020-04-29 Marcin Bienkowski , Maciej Pacut , Krzysztof Piecuch

The celebrated Myerson--Satterthwaite theorem shows that in bilateral trade, no mechanism can be simultaneously fully efficient, Bayesian incentive compatible (BIC), and budget balanced (BB). This naturally raises the question of how…

机器学习 · 计算机科学 2026-03-10 Yang Cai , Vineet Gupta , Zun Li , Aranyak Mehta

Online Bipartite Matching with random user arrival is a fundamental problem in the online advertisement ecosystem. Over the last 30 years, many algorithms and impossibility results have been developed for this problem. In particular, the…

数据结构与算法 · 计算机科学 2025-04-29 Flavio Chierichetti , Mirko Giacchini , Alessandro Panconesi , Andrea Vattani

Mobile edge computing (MEC) emerges as a promising solution for servicing delay-sensitive tasks at the edge network. A body of recent literature started to focus on cost-efficient service placement and request scheduling. This work…

分布式、并行与集群计算 · 计算机科学 2021-08-27 Lina Su , Ne Wang , Ruiting Zhou , Zongpeng Li

We extend the standard online worst-case model to accommodate past experience which is available to the online player in many practical scenarios. We do this by revealing a random sample of the adversarial input to the online player ahead…

数据结构与算法 · 计算机科学 2019-07-12 Haim Kaplan , David Naori , Danny Raz

In 2005 Li et al. gave a phi-competitive deterministic online algorithm for scheduling of packets with agreeable deadlines with a very interesting analysis. This is known to be optimal due to a lower bound by Hajek. We claim that the…

数据结构与算法 · 计算机科学 2010-02-03 Łukasz Jeż

For two matroids $\mathcal{M}_1$ and $\mathcal{M}_2$ defined on the same ground set $E$, the online matroid intersection problem is to design an algorithm that constructs a large common independent set in an online fashion. The algorithm is…

数据结构与算法 · 计算机科学 2018-02-20 Guru Guruganesh , Sahil Singla

We study the precedence-constrained resource scheduling problem [SICOMP'75]. There are $n$ jobs where each job takes a certain time to finish and has a resource requirement throughout the execution time. There are precedence among the jobs.…

数据结构与算法 · 计算机科学 2025-09-03 Rathish Das , Hao Sun

We investigate online scheduling with commitment for parallel identical machines. Our objective is to maximize the total processing time of accepted jobs. As soon as a job has been submitted, the commitment constraint forces us to decide…

数据结构与算法 · 计算机科学 2019-04-15 Chris Schwiegelshohn , Uwe Schwiegelshohn

This paper studies online optimization under inventory (budget) constraints. While online optimization is a well-studied topic, versions with inventory constraints have proven difficult. We consider a formulation of inventory-constrained…

性能 · 计算机科学 2024-12-20 Qiulin Lin , Hanling Yi , John Pang , Minghua Chen , Adam Wierman , Michael Honig , Yuanzhang Xiao

We consider an online version of the well-studied network utility maximization problem, where users arrive one by one and an operator makes irrevocable decisions for each user without knowing the details of future arrivals. We propose a…

数据结构与算法 · 计算机科学 2021-01-27 Ying Cao , Bo Sun , Danny H. K. Tsang

We study online convex optimization in a setting where the learner seeks to minimize the sum of a per-round hitting cost and a movement cost which is incurred when changing decisions between rounds. We prove a new lower bound on the…

机器学习 · 计算机科学 2019-10-23 Gautam Goel , Yiheng Lin , Haoyuan Sun , Adam Wierman

Random order online contention resolution schemes (ROCRS) are structured online rounding algorithms with numerous applications and links to other well-known online selection problems, like the matroid secretary conjecture. We are interested…

最优化与控制 · 数学 2022-11-30 Richard Santiago , Ivan Sergeev , Rico Zenklusen

We study the $b$-matching problem in bipartite graphs $G=(S,R,E)$. Each vertex $s\in S$ is a server with individual capacity $b_s$. The vertices $r\in R$ are requests that arrive online and must be assigned instantly to an eligible server.…

数据结构与算法 · 计算机科学 2022-07-01 Susanne Albers , Sebastian Schubert

We extend the Mobile Server Problem, introduced in SPAA'17, to a model where k identical mobile resources, here named servers, answer requests appearing at points in the Euclidean space. In order to reduce communication costs, the positions…

数据结构与算法 · 计算机科学 2019-07-24 Björn Feldkord , Till Knollmann , Manuel Malatyali , Friedhelm Meyer auf der Heide

In the random-order online set cover problem, the instance with $m$ sets and $n$ elements is chosen in a worst-case fashion, but then the elements arrive in a uniformly random order. Can this random-order model allow us to circumvent the…

数据结构与算法 · 计算机科学 2025-11-11 Anupam Gupta , Marco Molinaro , Matteo Russo

Location Routing is a fundamental planning problem in logistics, in which strategic location decisions on the placement of facilities (depots, distribution centers, warehouses etc.) are taken based on accurate estimates of operational…

离散数学 · 计算机科学 2021-08-06 Felipe Carrasco Heine , Antonia Demleitner , Jannik Matuschke