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Many applications require recovering a ground truth low-rank matrix from noisy observations of the entries, which in practice is typically formulated as a weighted low-rank approximation problem and solved by non-convex optimization…

机器学习 · 计算机科学 2016-12-09 Yuanzhi Li , Yingyu Liang , Andrej Risteski

We study robust and efficient distributed algorithms for searching, storing, and maintaining data in dynamic Peer-to-Peer (P2P) networks. P2P networks are highly dynamic networks that experience heavy node churn (i.e., nodes join and leave…

分布式、并行与集群计算 · 计算机科学 2013-05-07 John Augustine , Anisur Rahaman Molla , Ehab Morsy , Gopal Pandurangan , Peter Robinson , Eli Upfal

Real-world network applications must cope with failing nodes, malicious attacks, or, somehow, nodes facing corrupted data --- classified as outliers. One enabling application is the geographic localization of the network nodes. However,…

最优化与控制 · 数学 2016-10-31 Cláudia Soares , João Gomes

Contention resolution addresses the problem of coordinating access to a shared communication channel. Time is discretized into synchronized slots, and a packet can be sent in any slot. If no packet is sent, then the slot is empty; if a…

分布式、并行与集群计算 · 计算机科学 2024-08-22 Umesh Biswas , Trisha Chakraborty , Maxwell Young

We present a novel heuristic algorithm for routing optimization on complex networks. Previously proposed routing optimization algorithms aim at avoiding or reducing link overload. Our algorithm balances traffic on a network by minimizing…

统计力学 · 物理学 2007-07-12 Bogdan Danila , Yong Yu , John A. Marsh , Kevin E. Bassler

Image hashing is a principled approximate nearest neighbor approach to find similar items to a query in a large collection of images. Hashing aims to learn a binary-output function that maps an image to a binary vector. For optimal…

计算机视觉与模式识别 · 计算机科学 2022-06-01 Khoa D. Doan , Peng Yang , Ping Li

Motivated by the applications of rental services in e-commerce, we consider revenue maximization in online assortment of reusable resources for a stream of arriving consumers with different types. We design competitive online algorithms…

数据结构与算法 · 计算机科学 2025-12-09 Yiding Feng , Rad Niazadeh , Amin Saberi

We study the Min-Weighted Sum Bin Packing problem, a variant of the classical Bin Packing problem in which items have a weight, and each item induces a cost equal to its weight multiplied by the index of the bin in which it is packed. This…

数据结构与算法 · 计算机科学 2023-04-06 Guillaume Sagnol

Makespan minimization in restricted assignment $(R|p_{ij}\in \{p_j, \infty\}|C_{\max})$ is a classical problem in the field of machine scheduling. In a landmark paper in 1990 [8], Lenstra, Shmoys, and Tardos gave a 2-approximation algorithm…

数据结构与算法 · 计算机科学 2015-10-05 Chien-Chung Huang , Sebastian Ott

We propose a randomized greedy search algorithm to find a point estimate for a random partition based on a loss function and posterior Monte Carlo samples. Given the large size and awkward discrete nature of the search space, the…

统计方法学 · 统计学 2021-05-11 David B. Dahl , Devin J. Johnson , Peter Mueller

We present an algorithm that efficiently computes nearly-optimal solutions to a class of combinatorial reconfiguration problems on weighted, undirected graphs. Inspired by societally relevant applications in networked infrastructure…

最优化与控制 · 数学 2025-10-29 Samuel Talkington , Dmitrii M. Ostrovskii , Daniel K. Molzahn

In computer networks, participants may cooperate in processing tasks, so that loads are balanced among them. We present local distributed algorithms that (repeatedly) use local imbalance criteria to transfer loads concurrently across the…

分布式、并行与集群计算 · 计算机科学 2020-10-07 Yefim Dinitz , Shlomi Dolev , Manish Kumar

We propose a simple distributed algorithm for balancing indivisible tokens on graphs. The algorithm is completely deterministic, though it tries to imitate (and enhance) a random algorithm by keeping the accumulated rounding errors as small…

数据结构与算法 · 计算机科学 2013-04-22 Tobias Friedrich , Martin Gairing , Thomas Sauerwald

Work-stealing is a widely used technique for balancing irregular parallel workloads, and most modern runtime systems adopt lock-free work-stealing deques to reduce contention and improve scalability. However, existing algorithms are…

分布式、并行与集群计算 · 计算机科学 2026-03-09 Raja Sai Nandhan Yadav Kataru , Danial Davarnia , Ali Jannesari

Makespan minimization on identical parallel machines is a classical scheduling problem. We consider the online scenario where a sequence of $n$ jobs has to be scheduled non-preemptively on $m$ machines so as to minimize the maximum…

数据结构与算法 · 计算机科学 2012-03-09 Susanne Albers , Matthias Hellwig

Rebalancing schemes for dynamic binary search trees are numerous in the literature, where the goal is to maintain trees of low height, either in the worst-case or expected sense. In this paper we study randomized rebalancing schemes for…

数据结构与算法 · 计算机科学 2024-04-15 Gerth Stølting Brodal

We consider an online load balancing problem and its extensions in the framework of repeated games. On each round, the player chooses a distribution (task allocation) over $K$ servers, and then the environment reveals the load of each…

数据结构与算法 · 计算机科学 2020-07-22 Yaxiong Liu , Kohei Hatano , Eiji Takimoto

We consider networks of small, autonomous devices that communicate with each other wirelessly. Minimizing energy usage is an important consideration in designing algorithms for such networks, as battery life is a crucial and limited…

数据结构与算法 · 计算机科学 2022-04-19 Varsha Dani , Aayush Gupta , Thomas P. Hayes , Seth Pettie

This paper proposes the first distributed algorithm that solves the weight-balancing problem using only finite rate and simplex communications among nodes, compliant with the directed nature of the graph edges. It is proved that the…

最优化与控制 · 数学 2020-03-03 Chang-Shen Lee , Nicolò Michelusi , Gesualdo Scutari

Ranking and Balance are arguably the two most important algorithms in the online matching literature. They achieve the same optimal competitive ratio of $1-1/e$ for the integral version and fractional version of online bipartite matching by…

数据结构与算法 · 计算机科学 2023-07-06 Jingxun Liang , Zhihao Gavin Tang , Yixuan Even Xu , Yuhao Zhang , Renfei Zhou