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We consider the problem of computing the Fourier transform of high-dimensional vectors, distributedly over a cluster of machines consisting of a master node and multiple worker nodes, where the worker nodes can only store and process a…

分布式、并行与集群计算 · 计算机科学 2017-10-19 Qian Yu , Mohammad Ali Maddah-Ali , A. Salman Avestimehr

A major concern in cloud/edge storage systems is serving a large number of users simultaneously. The service rate region is introduced recently as an important performance metric for coded distributed systems, which is defined as the set of…

信息论 · 计算机科学 2020-10-27 Fatemeh Kazemi , Sascha Kurz , Emina Soljanin , Alex Sprintson

We consider a distributed storage system with $n$ nodes, where a user can recover the stored file from any $k$ nodes, and study the problem of repairing $r$ partially failed nodes. We consider \textit{broadcast repair}, that is, $d$…

分布式、并行与集群计算 · 计算机科学 2021-11-16 Nitish Mital , Katina Kralevska , Cong Ling , Deniz Gunduz

Error-correcting codes are essential for ensuring fault tolerance in modern distributed data storage systems. However, in practice, factors such as the failure rates of storage devices can vary significantly over time, resulting in changes…

信息论 · 计算机科学 2025-04-22 Haoming Shi , Weijun Fang , Yuan Gao

For high-rate maximum distance separable (MDS) codes, most of them are designed to optimally repair a single failed node by connecting all the surviving nodes. However, in practical systems, sometimes not all the surviving nodes are…

信息论 · 计算机科学 2021-07-22 Yi Liu , Jie Li , Xiaohu Tang

In this work, we consider a novel distributed data storage/caching scenario in a cellular setting where multiple nodes may fail/depart at the same time. In order to maintain the target reliability, we allow cooperative regeneration of lost…

信息论 · 计算机科学 2021-05-06 Suayb S. Arslan , Massoud Pourmandi , Elif Haytaoglu

The high repair cost of (n,k) Maximum Distance Separable (MDS) erasure codes has recently motivated a new class of codes, called Regenerating Codes, that optimally trade off storage cost for repair bandwidth. On one end of this spectrum of…

信息论 · 计算机科学 2010-04-19 Changho Suh , Kannan Ramchandran

Regenerating codes are a class of codes proposed for providing reliability of data and efficient repair of failed nodes in distributed storage systems. In this paper, we address the fundamental problem of handling errors and erasures during…

信息论 · 计算机科学 2015-03-20 K. V. Rashmi , Nihar B. Shah , Kannan Ramchandran , P. Vijay Kumar

In cloud computing, storage area networks, remote backup storage, and similar settings, stored data is modified with updates from new versions. Representing information and modifying the representation are both expensive. Therefore it is…

信息论 · 计算机科学 2011-05-11 Lav R. Varshney , Julius Kusuma , Vivek K Goyal

Distributed storage systems employ codes to provide resilience to failure of multiple storage disks. Specifically, an $(n, k)$ MDS code stores $k$ symbols in $n$ disks such that the overall system is tolerant to a failure of up to $n-k$…

信息论 · 计算机科学 2013-05-16 Sreechakra Goparaju , Itzhak Tamo , Robert Calderbank

In this paper, a refinement of the weight distribution in an MDS code is computed. Concretely, the number of codewords with a fixed amount of nonzero bits in both information and redundancy parts is obtained. This refinement improves the…

信息论 · 计算机科学 2016-07-26 F. J. Lobillo , Gabriel Navarro , José Gómez-Torrecillas

The reliability of erasure-coded distributed storage systems, as measured by the mean time to data loss (MTTDL), depends on the repair bandwidth of the code. Repair-efficient codes provide reliability values several orders of magnitude…

信息论 · 计算机科学 2017-08-04 Vaneet Aggarwal , Chao Tian , Vinay A. Vaishampayan , Yih-Farn R. Chen

In this paper, we consider the convertible codes with the maximum distance separable (MDS) property, which can adjust the code rate according to the failure rates of devices. We first extend the notion of convertible codes to allow initial…

信息论 · 计算机科学 2024-07-22 Songping Ge , Han Cai , Xiaohu Tang

Distributed storage systems suffer from significant repair traffic generated due to frequent storage node failures. This paper shows that properly designed low-density parity-check (LDPC) codes can substantially reduce the amount of…

分布式、并行与集群计算 · 计算机科学 2017-10-17 Hyegyeong Park , Dongwon Lee , Jaekyun Moon

When digital data are transmitted over a noisy channel, it is important to have a mechanism allowing recovery against a limited number of errors. Normally, a user string of 0's and 1's, called bits, is encoded by adding a number of…

信息论 · 计算机科学 2019-08-28 Mario Blaum

Data compression is a well-studied (and well-solved) problem in the setup of long coding blocks. But important emerging applications need to compress data to memory words of small fixed widths. This new setup is the subject of this paper.…

信息论 · 计算机科学 2017-01-12 Ori Rottenstreich , Yuval Cassuto

Distributed storage systems with replication are well known for storing large amount of data. A large number of replication is done in order to provide reliability. This makes the system expensive. Various methods have been proposed over…

分布式、并行与集群计算 · 计算机科学 2013-10-01 Mit Sheth , Krishna Gopal Benerjee , Manish K. Gupta

A spread code is a set of vector spaces of a fixed dimension over a finite field Fq with certain properties used for random network coding. It can be constructed in different ways which lead to different decoding algorithms. In this work we…

信息论 · 计算机科学 2014-06-20 Felice Manganiello , Anna-Lena Trautmann

Codes are widely used in many engineering applications to offer robustness against noise. In large-scale systems there are several types of noise that can affect the performance of distributed machine learning algorithms -- straggler nodes,…

分布式、并行与集群计算 · 计算机科学 2018-01-30 Kangwook Lee , Maximilian Lam , Ramtin Pedarsani , Dimitris Papailiopoulos , Kannan Ramchandran

Non-malleable codes are fundamental objects at the intersection of cryptography and coding theory. These codes provide security guarantees even in settings where error correction and detection are impossible, and have found applications to…

密码学与安全 · 计算机科学 2024-02-28 Naresh Goud Boddu , Vipul Goyal , Rahul Jain , João Ribeiro