Optimal Load Allocation for Coded Distributed Computation in Heterogeneous Clusters

Recently, coding has been a useful technique to mitigate stragglers' effect in distributed computing. However, coding in this context has been mainly explored assuming homogeneous workers, although real-world clusters often consist of heterogeneous workers with different computing capabilities....

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Bibliographic Details
Published in:	IEEE transactions on communications Vol. 69; no. 1; pp. 44 - 58
Main Authors:	Kim, Daejin, Park, Hyegyeong, Choi, Jun Kyun
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.01.2021 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subjects:	Clusters Coded distributed computing Coding Computational modeling Computer networks Delays Distributed computing Distributed processing Encoding Heterogeneity heterogeneous clusters Lower bounds optimal load allocation Random variables Resource management Stress concentration Task analysis
ISSN:	0090-6778, 1558-0857
Online Access:	Get full text
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