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相关论文: Smoothed Analysis of Balancing Networks

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We consider the problem of balancing load items (tokens) in networks. Starting with an arbitrary load distribution, we allow nodes to exchange tokens with their neighbors in each round. The goal is to achieve a distribution where all nodes…

离散数学 · 计算机科学 2015-03-20 Thomas Sauerwald , He Sun

In the load balancing problem, each node in a network is assigned a load, and the goal is to equally distribute the loads among the nodes, by preforming local load exchanges. While load balancing was extensively studied in static networks,…

分布式、并行与集群计算 · 计算机科学 2021-05-28 Seth Gilbert , Uri Meir , Ami Paz , Gregory Schwartzman

We consider discrete, iterative load balancing via matchings on arbitrary graphs. Initially each node holds a certain number of tokens, defining the load of the node, and the objective is to redistribute the tokens such that eventually each…

分布式、并行与集群计算 · 计算机科学 2025-10-20 Petra Berenbrink , Robert Elsässer , Tom Friedetzky , Hamed Hosseinpour , Dominik Kaaser , Peter Kling , Thomas Sauerwald

Iterative load balancing algorithms for indivisible tokens have been studied intensively in the past. Complementing previous worst-case analyses, we study an average-case scenario where the load inputs are drawn from a fixed probability…

分布式、并行与集群计算 · 计算机科学 2017-03-28 Leran Cai , Thomas Sauerwald

The best known solutions for $k$-message broadcast in dynamic networks of size $n$ require $\Omega(nk)$ rounds. In this paper, we see if these bounds can be improved by smoothed analysis. We study perhaps the most natural randomized…

分布式、并行与集群计算 · 计算机科学 2022-08-15 Michael Dinitz , Jeremy Fineman , Seth Gilbert , Calvin Newport

Smoothed analysis is a framework suggested for mediating gaps between worst-case and average-case complexities. In a recent work, Dinitz et al.~[Distributed Computing, 2018] suggested to use smoothed analysis in order to study dynamic…

分布式、并行与集群计算 · 计算机科学 2020-09-29 Uri Meir , Ami Paz , Gregory Schwartzman

We consider the problem of deterministic load balancing of tokens in the discrete model. A set of $n$ processors is connected into a $d$-regular undirected network. In every time step, each processor exchanges some of its tokens with each…

数据结构与算法 · 计算机科学 2015-02-24 Petra Berenbrink , Ralf Klasing , Adrian Kosowski , Frederik Mallmann-Trenn , Przemyslaw Uznanski

We consider the following load balancing process for $m$ tokens distributed arbitrarily among $n$ nodes connected by a complete graph: In each time step a pair of nodes is selected uniformly at random. Let $\ell_1$ and $\ell_2$ be their…

分布式、并行与集群计算 · 计算机科学 2018-08-17 Petra Berenbrink , Tom Friedetzky , Dominik Kaaser , Peter Kling

We consider the sequential allocation of $m$ balls (jobs) into $n$ bins (servers) by allowing each ball to choose from some bins sampled uniformly at random. The goal is to maintain a small gap between the maximum load and the average load.…

离散数学 · 计算机科学 2023-08-11 Dimitrios Los , Thomas Sauerwald , John Sylvester

Smoothed analysis is a framework for analyzing the complexity of an algorithm, acting as a bridge between average and worst-case behaviour. For example, Quicksort and the Simplex algorithm are widely used in practical applications, despite…

机器学习 · 计算机科学 2015-03-29 Bichen Shi , Michel Schellekens , Georgiana Ifrim

We study probabilistic protocols for concurrent threshold-based load balancing in networks. There are n resources or machines represented by nodes in an undirected graph and m >> n users that try to find an acceptable resource by moving…

数据结构与算法 · 计算机科学 2013-06-07 Martin Hoefer , Thomas Sauerwald

We generalize the technique of smoothed analysis to distributed algorithms in dynamic network models. Whereas standard smoothed analysis studies the impact of small random perturbations of input values on algorithm performance metrics,…

分布式、并行与集群计算 · 计算机科学 2015-08-17 Michael Dinitz , Jeremy T. Fineman , Seth Gilbert , Calvin Newport

We introduce a new class of balanced allocation processes which are primarily characterized by ``filling'' underloaded bins. A prototypical example is the Packing process: At each round we only take one bin sample, if the load is below the…

离散数学 · 计算机科学 2026-02-19 Dimitrios Los , Thomas Sauerwald , John Sylvester

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

We provide a relatively simple proof that the expected gap between the maximum load and the average load in the two choice process is bounded by $(1+o(1))\log \log n$, irrespective of the number of balls thrown. The theorem was first proven…

离散数学 · 计算机科学 2013-10-22 Kunal Talwar , Udi Wieder

We consider the allocation of $m$ balls (jobs) into $n$ bins (servers). In the Two-Choice process, for each of $m$ sequentially arriving balls, two randomly chosen bins are sampled and the ball is placed in the least loaded bin. It is…

离散数学 · 计算机科学 2023-03-15 Dimitrios Los , Thomas Sauerwald

In the problem of online load balancing on uniformly related machines with bounded migration, jobs arrive online one after another and have to be immediately placed on one of a given set of machines without knowledge about jobs that may…

数据结构与算法 · 计算机科学 2022-09-05 Marten Maack

A Boolean function of n bits is balanced if it takes the value 1 with probability 1/2. We exhibit a balanced Boolean function with a randomized evaluation procedure (with probability 0 of making a mistake) so that on uniformly random…

概率论 · 数学 2012-06-21 Itai Benjamini , Oded Schramm , David B. Wilson

We examine the problem of smoothed online optimization, where a decision maker must sequentially choose points in a normed vector space to minimize the sum of per-round, non-convex hitting costs and the costs of switching decisions between…

机器学习 · 计算机科学 2022-10-28 Daan Rutten , Nico Christianson , Debankur Mukherjee , Adam Wierman

In this paper we consider a wide class of discrete diffusion load balancing algorithms. The problem is defined as follows. We are given an interconnection network and a number of load items, which are arbitrarily distributed among the nodes…

分布式、并行与集群计算 · 计算机科学 2014-12-23 Hoda Akbari , Petra Berenbrink , Robert Elsässer , Dominik Kaaser
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