Runtime prediction of big data jobs: performance comparison of machine learning algorithms and analytical models

Abstract Due to the rapid growth of available data, various platforms offer parallel infrastructure that efficiently processes big data. One of the critical issues is how to use these platforms to optimise resources, and for this reason, performance prediction has been an important topic in the last...

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Bibliographic Details
Main Authors: Nasim Ahmed, Andre L. C. Barczak, Mohammad A. Rashid, Teo Susnjak
Format: Article
Language:English
Published: SpringerOpen 2022-05-01
Series:Journal of Big Data
Subjects:
Online Access:https://doi.org/10.1186/s40537-022-00623-1