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Meeting deadlines for approximation processing in MapReduce environments Article

Ming-hao HU, Chang-jian WANG, Yu-xing PENG

Frontiers of Information Technology & Electronic Engineering 2017, Volume 18, Issue 11,   Pages 1754-1772 doi: 10.1631/FITEE.1601056

Abstract: To provide timely results for big data analytics, it is crucial to satisfy deadline requirements forcomplete the entire job before the specified time limit, where missed deadlines result because of tight deadlineconstraints or lack of resources; the second is to run a pre-constructed sample based on deadline constraintsIn this paper, we propose a deadline-oriented task scheduling approach, named ‘Dart’, to address theGiven a specified deadline and restricted resources, Dart uses an iterative estimation method, which

Keywords: MapReduce     Approximation jobs     Deadline     Task scheduling     Straggler mitigation    

Title Author Date Type Operation

Meeting deadlines for approximation processing in MapReduce environments

Ming-hao HU, Chang-jian WANG, Yu-xing PENG

Journal Article