Journal of IOT Applications for Smart City

Open Access

Volume1,August 2017,

Topic : Network Aggregation using MapReduce in Big Data Application

Authors:Sayali C Ambulkar ||

Abstract:The MapReduce programming model streamlines far reaching scale data dealing with on item gathered by manhandling parallel map and reduce assignments. Yet various attempts have been made to upgrade the execution of MapReduce jobs, they dismiss the orchestrate development made in the shuffle phase, which expect a fundamental part in execution change. Usually, a hash limit is utilized to distribute data among diminish errands, which, regardless, is not development capable in light of the fact that framework topology and data measure related with each key are not considered over. In this paper, we concentrate to lessen sort out movement taken a toll for a MapReduce work by plotting a novel direct data section plot. In addition, we commonly consider the aggregator circumstance issue, where every aggregator can decrease united development from various map tasks. A breaking down based appropriated estimation is proposed to deal with the far reaching scale streamlining issue for huge information application and an online count is also planned to accommodate data portion and aggregate powerfully. Finally, wide multiplication comes to fulfillment demonstrate that our recommendation can through and through reduction compose movement fetched under both separated and online cases..

Keywords: Big Data, MapReduce, partition, aggregation, disintegration

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DOI: 01.1617/vol4/iss8/pid93017

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  • Call For Paper: Volume 1,Issue 1,August-2017.

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  • Network Design and Architecture
  • Software Architecture and Middleware
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  • Security, Privacy and Trust
  • Performance Evaluation and Modeling
  • Networking and Communication Protocols
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  • Smart City Examples and Case Studies
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  • Pattern Recognition and Behavioral investigations for Vehicles
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