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Volumn 8, Issue 13 13, 2015, Pages 2110-2121

Clash of the titans: Mapreduce vs. spark for large scale data analytics

Author keywords

[No Author keywords available]

Indexed keywords

APPLICATION PROGRAMMING INTERFACES (API); BENCHMARKING; CLUSTER COMPUTING; COMPUTER ARCHITECTURE; FAULT TOLERANCE; OPEN SOURCE SOFTWARE; OPEN SYSTEMS;

EID: 84952777770     PISSN: None     EISSN: 21508097     Source Type: Journal    
DOI: 10.14778/2831360.2831365     Document Type: Chapter
Times cited : (197)

References (19)
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    • Apache Mahout
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  • 4
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    • HPROF: A heap/cpu profiling tool
    • HPROF: A heap/cpu profiling tool. http://docs.oracle.com/javase/7/docs/technotes/samples/hprof.html.
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    • RRDtool
    • RRDtool. http://oss.oetiker.ch/rrdtool/.
  • 6
    • 85199308047 scopus 로고    scopus 로고
    • Spark wins 2014 graysort competition
    • Spark wins 2014 graysort competition. http://databricks.com/blog/2014/11/05/spark-officially-sets-a-new-record-in-large-scale-sorting.html.
  • 7
    • 37549003336 scopus 로고    scopus 로고
    • Mapreduce: simplified data processing on large clusters
    • J. Dean and S. Ghemawat. Mapreduce: simplified data processing on large clusters. CACM, 51(1):107-113, 2008.
    • (2008) CACM , vol.51 , Issue.1 , pp. 107-113
    • Dean, J.1    Ghemawat, S.2
  • 9
    • 82155174846 scopus 로고    scopus 로고
    • Profiling, what-if analysis, and cost-based optimization of mapreduce programs
    • H. Herodotou and S. Babu. Profiling, what-if analysis, and cost-based optimization of mapreduce programs. VLDB, 4(11):1111-1122, 2011.
    • (2011) VLDB , vol.4 , Issue.11 , pp. 1111-1122
    • Herodotou, H.1    Babu, S.2
  • 10
    • 77952721751 scopus 로고    scopus 로고
    • The hibench benchmark suite: Characterization of the mapreduce-based data analysis
    • S. Huang, J. Huang, J. Dai, T. Xie, and B. Huang. The hibench benchmark suite: Characterization of the mapreduce-based data analysis. In ICDEW, pages 41-51, 2010.
    • (2010) ICDEW , pp. 41-51
    • Huang, S.1    Huang, J.2    Dai, J.3    Xie, T.4    Huang, B.5
  • 11
    • 85118315988 scopus 로고    scopus 로고
    • Tachyon:Reliable, memory speed storage for cluster computing frameworks
    • H. Li, A. Ghodsi, M. Zaharia, S. Shenker, and I. Stoica. Tachyon:Reliable, memory speed storage for cluster computing frameworks. In SOCC, pages 1-15, 2014.
    • (2014) SOCC , pp. 1-15
    • Li, H.1    Ghodsi, A.2    Zaharia, M.3    Shenker, S.4    Stoica, I.5
  • 13
    • 3342966061 scopus 로고    scopus 로고
    • The ganglia distributed monitoring system: design, implementation, and experience
    • M. L. Massie, B. N. Chun, and D. E. Culler. The ganglia distributed monitoring system: design, implementation, and experience. Parallel Computing, 30(7):817-840, 2004.
    • (2004) Parallel Computing , vol.30 , Issue.7 , pp. 817-840
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    • Winning a 60 second dash with a yellow elephant
    • O. OMalley and A. C. Murthy. Winning a 60 second dash with a yellow elephant. Sort Benchmark, 2009.
    • (2009) Sort Benchmark
    • Malley, O.O.1    Murthy, A.C.2
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    • MRTuner: A toolkit to enable holistic optimization for mapreduce jobs
    • J. Shi, J. Zou, J. Lu, Z. Cao, S. Li, and C. Wang. MRTuner: A toolkit to enable holistic optimization for mapreduce jobs. VLDB, 7(13):1319-1330, 2014.
    • (2014) VLDB , vol.7 , Issue.13 , pp. 1319-1330
    • Shi, J.1    Zou, J.2    Lu, J.3    Cao, Z.4    Li, S.5    Wang, C.6
  • 18
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    • X-RIME: Cloud-based large scale social network analysis
    • W. Xue, J. Shi, and B. Yang. X-RIME: Cloud-based large scale social network analysis. In SCC, pages 506-513, 2010.
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* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.