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MapReduce

swMATH ID: 546
Software Authors: Pan, Jie; Magoulès, Frédéric; Le Biannic, Yann
Description: MapReduce is a new parallel programming model initially developed for large-scale web content processing. Data analysis meets the issue of how to do calculation over extremely large datasets. The arrival of MapReduce provides a chance to utilize commodity hardware for massively parallel data analysis applications. The translation and optimization from relational algebra operators to MapReduce programs is still an open and dynamic research field. In this paper, we focus on a special type of data analysis query, namely multiple group by query. We first study the communication cost of the MapReduce model, then we give an initial implementation of multiple group by query. We then propose an optimized version which addresses and improves the communication cost issues. Our optimized version shows a better accelerating ability and a better scalability than the other version
Homepage: http://en.wikipedia.org/wiki/MapReduce
Related Software: Hadoop; Spark; Apache Spark; Dryad; UCI-ml; GitHub; Haskell; Hive; Pregel; CUDA; Bigtable; R; Pegasus; OpenCL; Twister; Sun Grid Engine; GraphLab; Amazon EC2; DryadLINQ; LIBSVM
Cited in: 214 Documents
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Cited by 676 Authors

3 Chen, Jinjun
3 Czumaj, Artur
3 Jiang, Yiwei
3 Ketsman, Bas
3 Koutris, Paraschos
3 Xu, Yinfeng
3 Zhou, Ping
2 Afrati, Foto N.
2 Audrito, Giorgio
2 Basin, David A.
2 Bateni, MohammadHossein
2 Bellodi, Elena
2 Berlińska, Joanna
2 Damiani, Ferruccio
2 del Río, Sara
2 Drozdowski, Maciej
2 Du, Ding-Zhu
2 Gleich, David F.
2 Gudes, Ehud
2 Hajiaghayi, Mohammad Taghi
2 Harchol-Balter, Mor
2 Herrera, Francisco
2 Kasahara, Shoji
2 Kersting, Kristian
2 Klaedtke, Felix
2 Kohn, Robert J.
2 Konecny, Jan
2 Krajca, Petr
2 Krause, Andreas
2 Li, Yantao
2 Liu, Chang
2 Masuyama, Hiroyuki
2 Mirrokni, Vahab S.
2 Montealegre, Pedro
2 Nepal, Surya
2 Nielsen, Thomas D.
2 Quiroz, Matias
2 Rapaport, Ivan
2 Riguzzi, Fabrizio
2 Sharma, Shantanu
2 Suciu, Dan Mircea
2 Takahashi, Yutaka
2 Tao, Jie
2 Todinca, Ioan
2 Tran, Minh Ngoc
2 Ullman, Jeffrey David
2 Villani, Mattias
2 Viroli, Mirko
2 Wang, Lizhe
2 Wang, Yuping
2 Wu, Weili
2 Xia, Dawen
2 Xin, Junchang
2 Zhang, Xuyun
2 Zhang, Zili
2 Zhou, Wei
2 Zhu, Yuqing
1 Achten, Peter
1 Afzal, Asif
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1 Agrawal, Nikunj
1 Ahmadi, Babak
1 Ahmadi, Saba
1 Ahmed, Chowdhury Farhan
1 Ahmed, Reaz
1 Albarghouthi, Aws
1 Alham, Nasullah Khalid
1 Alonso-Betanzos, Amparo
1 Altimiras, Francisco
1 Alvarez, Javier
1 Alvarez, Pol
1 Amde, Manish
1 Annoni, Jennifer
1 Ansari, Zahid A.
1 Antonazzo, Filippo
1 Apishev, M. A.
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1 Atar, Rami
1 Averbuch, Amir Z.
1 Aydin, Kevin
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2 Computer Science Review
1 Advances in Applied Probability
1 The American Statistician
1 Artificial Intelligence
1 Computers & Mathematics with Applications
1 Computer Physics Communications
1 Journal of the Franklin Institute
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1 Mathematics of Operations Research
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1 Foundations of Computing and Decision Sciences
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1 Formal Methods in System Design
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