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Distributed Data Management Using MapReduce

delete2014-01-01
delete109
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OA
AI
F
Feng Li *
B
Beng Chin Ooi
M
M. TAMER ÖZSU
伍
伍赛 (Sai Wu)
DOI:10.1145/2503009delete
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Abstract

Abstract

En 中文
MapReduce is a framework for processing and managing large-scale datasets in a distributed cluster, which has been used for applications such as generating search indexes, document clustering, access log analysis, and various other forms of data analytics. MapReduce adopts a flexible computation model with a simple interface consisting of map and reduce functions whose implementations can be customized by application developers. Since its introduction, a substantial amount of research effort has been directed toward making it more usable and efficient for supporting database-centric operations. In this article, we aim to provide a comprehensive review of a wide range of proposals and systems that focusing fundamentally on the support of distributed data management and processing using the MapReduce framework.
Keywords:
Algorithms
Performance
MapReduce
scalability
Hadoop

Journal

ACM Computing Surveys cover
ACM Computing Surveys
IF:
28
Papers:
2.5K
Citations:
3.5W

Organization

U
University of Waterloo
Scholars:
2.2W
Papers: 2.3W
Citations: 3.3W
N
National University of Singapore
Scholars:
7.6W
Papers: 6.5W
Citations: 11.4W
Z
zhejiang university
Scholars:
17.7W
Papers: 12.1W
Citations: 152
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