Coded Computation Over Heterogeneous Clusters

In large-scale distributed computing clusters, such as Amazon EC2, there are several types of "system noise" that can result in major degradation of performance: system failures, bottlenecks due to limited communication bandwidth, latency due to straggler nodes, and so on. There have been...

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Bibliographic Details
Published in:	IEEE transactions on information theory Vol. 65; no. 7; pp. 4227 - 4242
Main Authors:	Reisizadeh, Amirhossein, Prakash, Saurav, Pedarsani, Ramtin, Avestimehr, Amir Salman
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.07.2019 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Algorithms Asymptotic properties Benchmark testing Benchmarks Clustering algorithms Clusters Coded computation Coding Communications systems Computer networks Computing costs Decoding Distributed computing Distributed processing Encoding heterogeneous clusters Heuristic methods Matrices (mathematics) Multiplication Numerical analysis Performance degradation Redundancy Resource management Stress concentration System failures Task analysis Workload
ISSN:	0018-9448, 1557-9654
Online Access:	Get full text
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