View of MapReduce: Programming model, methods, and its applications

IETE Technical Review (Institution of Electronics and Telecommunication Engineers, India)

Volumn 29, Issue 5, 2012, Pages 380-387

  Wei, Fang ^a   Pan, Wubin ^a   Cui, Zhiming ^b  

^a NANJING UNIVERSITY OF INFORMATION SCIENCE AND TECHNOLOGY   (China)

^b JiangSu Province Support Software Engineering   (China)

Author keywords

Cloud application; Cloud computing; MapReduce

Indexed keywords

CURRENT STATUS; DISTRIBUTED COMPUTING MODELS; INTERNET APPLICATION; MAP-REDUCE; OPERATION MECHANISM; PROGRAMMING MODELS; TYPICAL APPLICATION;

DATA PROCESSING;

CLOUD COMPUTING;

EID: 84872431330     PISSN: 02564602     EISSN: 09745971     Source Type: Journal    
DOI: 10.4103/0256-4602.103168     Document Type: Article

References (28)

1. M. Armbrust, A. Fox, R. Griffith, A.D. Joseph, R. Katz, and A. Konvinshi, et al., "Above the Clouds: A Berkeley View of Cloud Computing", Technical Report UC Berkeley Reliable Adaptive Distributed Systems Laboratory, Vol. 28, pp. 1-10, Feb.2009.
2. J. Dean, and S. Ghemawat, "MapReduce: Simplied Data Processing on Large Clusters", Communications of the ACM, Vol. 51, pp.107- 13, Jan.2008.
3. J. Dean, and S. Ghemawat, "MapReduce: Simplied Data Processing on Large Clusters", In OSDI, San Francisco, pp.1-6, Dec. 2004.
4. R. Lämmel, "Google's MapReduce programming model -Revisited", Science of Computer Programming, Vol.70, pp.1-30, Jan. 2008.
5. T. White, "Hadoop: The Definitive Guide", United States: O'Reilly Media, Inc; 2009.
6. C. Lam, "Hadoop in Action", Greenwich: Manning Publication Co; 2010.
7. J. Venner, "Pro Hadoop", United States; Apress; 2009.
8. T. Condie, N. Conway, P. Alvaro, J. Hellerstein, K. Elmeleegy, and R. Sears, "MapReduce online", pp.313-28, 2010.
9. Apache Hadoop MapReduce, available from; http://hadoop.apache. org/MapReduce/. [Last Accessed on 2011 July 1].
10. M. Van Biema, "Parallelism in Lisp", In IJCAI87, pp.56-61, 1987.
11. P. Liu, "Cloud Computing", 2nd ed, Beijing: Publishing House of Electronics Industry; 2011.
12. H.C. Yang, A. Dasdan, R. Hsiao, and D. Stott Parker, "Map-Reduce- Merge: Simpli-ed Relational Data Processing on Large Clusters", In SIGMOD, pp.1029-40, 2007. (Pubitemid 47630879)
13. J. Ekanayake, S. Pallickara, and G. Fox, "MapReduce for Data Intensive Scientific Analyses", escience, 2008 Fourth IEEE International Conference on eScience, pp.277-84, Dec.2008.
14. M. Laclavík, M. Šeleng, and L. Hluchý, "Towards Large Scale Semantic Annotation Built on MapReduce Architecture", Lecture Notes in Computer Science, Vol. 5103, pp. 331-8, 2008.
15. C. Liu, H. Yang, J. liangFang, L. W He, and Y.M. Wang, "Distributed Nonnegative Matrix Factorization for Web-Scale Dyadic Data Analysis on MapReduce", In WWW '10, pp.681-90, 2010.
16. M. Gaggero, S. Leo, S. Manca, F. Santoni, O. Schiaratura, and G. Zanetti, "Parallelizing bioinformatics applications with MapReduce", CCA-08: Cloud Computing and Its Applications,2008.
17. W.A. McNabb, K.C. Monson, and D.K. Seppi., "Parallel PSO Using MapReduce", CEC 2007, IEEE Congress on Evolutionary Computation, pp.7-14, 2007.
18. D. Zinn, S. Bowers, S. Köhler, and B. Ludäscher, "Parallelizing XML data-streaming workflows via MapReduce", Journal of Computer and System Sciences, Vol. 76, no. 6, pp, 447-63, 2010.
19. C. Jin, C. Vecchiola, and R. Buyya, "MRPGA: An Extension of MapReduce for Parallelizing Genetic Algorithms", eScience '08,IEEE Fourth International Conference on eScience, pp,214-21, 2008.
20. A. Abouzeid, B. Kamil, D. Abadi, A. Silberschatz, and A. Rasin, "HadoopDB: An Architectural Hybrid of MapReduce and DBMS Technologies for Analytical Workloads", In VLDB, Vol.2, pp.922- 33, 2009.
21. A. Thusoo, J.S. Sarma, N. Jain, and Z. Shao, "Hive - A Warehousing Solution Over a Map-Reduce Framework", In VLDB, Vol.2, pp.1626-9, 2009.
22. F. Gates, O. Natkovich, S. Chopra, P. Kamath, S. MNarayanamurthy, and C. Olston, et al., "Building a High- Level Dataflow System on top of Map-Reduce: The Pig Experience", In VLDB, Vol.2, pp.1414-25, 2009.
23. S. Chen, "Cheetah: A High Performance, Custom Data Warehouse on Top of MapReduce", In VLDB, Vol.3, pp.1459-68, 2010.
24. Z. Liu, H. Li, and G. Miao, "MapReduce-based Backpropagation Neural Network over large scale mobile data", 2010 Sixth International Conference on Natural Computation (ICNC), pp.1726-30, 2010.
25. W. Zhao, H. Ma, and Q. He, "Parallel K-Means Clustering Based on MapReduce", Lecture Notes in Computer Science, Vol. 5931, pp. 674-9, 2009.
26. B. White, T. Yeh, J. Lin, and L. Davis, "Web-Scale Computer Vision using MapReduce for Multimedia Data Mining", MDMKDD '10 Proceedings of the Tenth International Workshop on Multimedia Data Mining, pp.1-10, 2010.
27. D. Hiemstra, and C. Hau, "Mirex: Mapreduce information retrieval experiments", Technical Report TR-CTIT-10-15, Centre for Telematics and Information Technology University of Twente, Enschede, April 2010.
28. N.K. Sehgal, S. Sohoni, Y. Xiong, D. Fritz, W. Mulia, and J.M. Acken, "A Cross Section of the Issues and Research Activities Related to Both Information Security and Cloud Computing", IETE Technical Review, Vol. 28, pp.279-91, 2011.