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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

We consider the allocation of $m$ balls (jobs) into $n$ bins (servers). In the standard Two-Choice process, at each step $t=1,2,\ldots,m$ we first sample two randomly chosen bins, compare their two loads and then place a ball in the least…

离散数学 · 计算机科学 2023-12-27 Dimitrios Los , Thomas Sauerwald

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

We introduce a new class of balanced allocation processes which bias towards underloaded bins (those with load below the mean load) either by skewing the probability by which a bin is chosen for an allocation (probability bias), or…

概率论 · 数学 2024-01-12 Dimitrios Los , Thomas Sauerwald , John Sylvester

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 consider the allocation of $m$ balls (jobs) into $n$ bins (servers). In the standard Two-Choice process, at each step $t=1,2,\ldots,m$ we first sample two bins uniformly at random and place a ball in the least loaded bin. It is…

离散数学 · 计算机科学 2023-01-25 Dimitrios Los , Thomas Sauerwald , John Sylvester

Allocation of balls into bins is a well studied abstraction for load balancing problems.The literature hosts numerous results for sequential(single dimensional) allocation case when m balls are thrown into n bins. In this paper we study the…

数据结构与算法 · 计算机科学 2011-11-30 Ankur Narang , Sourav Dutta , Souvik Bhattacherjee

Balls are sequentially allocated into $n$ bins as follows: for each ball, an independent, uniformly random bin is generated. An overseer may then choose to either allocate the ball to this bin, or else the ball is allocated to a new…

概率论 · 数学 2018-07-04 Ohad N. Feldheim , Ori Gurel-Gurevich

We consider the unbalanced allocation of $m$ balls into $n$ bins by a randomized algorithm using the "power of two choices". For each ball, we select a set of bins at random, then place the ball in the fullest bin within the set.…

离散数学 · 计算机科学 2014-01-03 Amanda Redlich

We consider the allocation of $m$ balls into $n$ bins with incomplete information. In the classical Two-Choice process a ball first queries the load of two randomly chosen bins and is then placed in the least loaded bin. In our setting,…

离散数学 · 计算机科学 2022-01-28 Dimitrios Los , Thomas Sauerwald

Balanced allocation of online balls-into-bins has long been an active area of research for efficient load balancing and hashing applications.There exists a large number of results in this domain for different settings, such as parallel…

数据结构与算法 · 计算机科学 2011-12-30 Sourav Dutta , Souvik Bhattacherjee , Ankur Narang

We study parallel algorithms for the classical balls-into-bins problem, in which $m$ balls acting in parallel as separate agents are placed into $n$ bins. Algorithms operate in synchronous rounds, in each of which balls and bins exchange…

分布式、并行与集群计算 · 计算机科学 2019-04-17 Christoph Lenzen , Merav Parter , Eylon Yogev

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

The graphical balls-into-bins process is a generalization of the classical 2-choice balls-into-bins process, where the bins correspond to vertices of an arbitrary underlying graph $G$. At each time step an edge of $G$ is chosen uniformly at…

离散数学 · 计算机科学 2021-11-23 Nikhil Bansal , Ohad Feldheim

We study the long-term behavior of the two-thinning variant of the classical balls-and-bins model. In this model, an overseer is provided with uniform random allocation of $m$ balls into $n$ bins in an on-line fashion. For each ball, the…

概率论 · 数学 2024-03-11 Ohad N. Feldheim , Ori Gurel-Gurevich , Jiange Li

In the standard ball-in-bins experiment, a well-known scheme is to sample $d$ bins independently and uniformly at random and put the ball into the least loaded bin. It can be shown that this scheme yields a maximum load of $\log\log n/\log…

概率论 · 数学 2018-10-12 Dengwang Tang , Vijay G. Subramanian

This paper investigates a general version of the multiple choice model called the $(k,d)$-choice process in which $n$ balls are assigned to $n$ bins. In the process, $k<d$ balls are placed into $k$ least loaded out of $d$ bins chosen…

离散数学 · 计算机科学 2016-07-12 Gahyun Park

We consider load balancing in a network of caching servers delivering contents to end users. Randomized load balancing via the so-called power of two choices is a well-known approach in parallel and distributed systems that reduces network…

数据结构与算法 · 计算机科学 2016-10-25 Ali Pourmiri , Mahdi Jafari Siavoshani , Seyed Pooya Shariatpanahi

We consider load balancing in a network of caching servers delivering contents to end users. Randomized load balancing via the so-called power of two choices is a well-known approach in parallel and distributed systems. In this framework,…

信息论 · 计算机科学 2017-07-03 Mahdi Jafari Siavoshani , Ali Pourmiri , Seyed Pooya Shariatpanahi

In the balanced allocations framework, there are $m$ jobs (balls) to be allocated to $n$ servers (bins). The goal is to minimize the gap, the difference between the maximum and the average load. Peres, Talwar and Wieder (RSA 2015) used the…

概率论 · 数学 2025-01-15 Dimitrios Los , Thomas Sauerwald
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