메뉴 건너뛰기




Volumn 53, Issue 1, 2015, Pages 121-130

Big data analytics in the cloud: Spark on Hadoop vs MPI/OpenMP on Beowulf

Author keywords

Beowulf; Big data; Cloud; Hadoop; MPI; OpenMP; Parallel computing; Spark; Supervised learning

Indexed keywords

ALGORITHMS; APPLICATION PROGRAMMING INTERFACES (API); ARTIFICIAL INTELLIGENCE; CLOUDS; CLUSTER COMPUTING; DISTRIBUTED COMPUTER SYSTEMS; ELECTRIC SPARKS; INFORMATION MANAGEMENT; ITERATIVE METHODS; LEARNING ALGORITHMS; LEARNING SYSTEMS; PARALLEL PROCESSING SYSTEMS; SUPERVISED LEARNING;

EID: 84939199851     PISSN: None     EISSN: 18770509     Source Type: Conference Proceeding    
DOI: 10.1016/j.procs.2015.07.286     Document Type: Conference Paper
Times cited : (156)

References (48)
  • 3
    • 0004267735 scopus 로고    scopus 로고
    • Kluwer academic publishers
    • D. W. Aha. Lazy learning. Kluwer academic publishers, 1997.
    • (1997) Lazy Learning
    • Aha, D.W.1
  • 5
    • 84903779279 scopus 로고    scopus 로고
    • Searching for exotic particles in high-energy physics with deep learning
    • P. Baldi, P. Sadowski, and D. Whiteson. Searching for exotic particles in high-energy physics with deep learning. Nature communications, 5, 2014.
    • (2014) Nature Communications , pp. 5
    • Baldi, P.1    Sadowski, P.2    Whiteson, D.3
  • 13
  • 16
    • 0002806690 scopus 로고    scopus 로고
    • Openmp: An industry standard api for shared-memory programming
    • L. Dagum and R. Menon. Openmp: an industry standard api for shared-memory programming. IEEE Computational Science & Engineering, 5(1):46-55, 1998.
    • (1998) IEEE Computational Science & Engineering , vol.5 , Issue.1 , pp. 46-55
    • Dagum, L.1    Menon, R.2
  • 22
    • 0030243005 scopus 로고    scopus 로고
    • A high-performance, portable implementation of the mpi message passing interface standard
    • W. Gropp, E. Lusk, N. Doss, and A. Skjellum. A high-performance, portable implementation of the mpi message passing interface standard. Parallel computing, 22(6):789-828, 1996.
    • (1996) Parallel Computing , vol.22 , Issue.6 , pp. 789-828
    • Gropp, W.1    Lusk, E.2    Doss, N.3    Skjellum, A.4
  • 27
    • 70349310000 scopus 로고    scopus 로고
    • Early experiments with the openmp/mpi hybrid programming model
    • E. Lusk and A. Chan. Early experiments with the openmp/mpi hybrid programming model. In OpenMP in a New Era of Parallelism, pages 36-47, 2008.
    • (2008) OpenMP in a New Era of Parallelism , pp. 36-47
    • Lusk, E.1    Chan, A.2
  • 28
    • 84880554293 scopus 로고    scopus 로고
    • Demystifying big data: A practical guide to transforming the business of government
    • S. Mills, S. Lucas, L. Irakliotis, M. Rappa, T. Carlson, and B. Perlowitz. Demystifying big data: a practical guide to transforming the business of government. In Technical report. http://www.ibm.com/software/data/demystifying-big-data, pages 1-100, 2012.
    • (2012) Technical Report , pp. 1-100
    • Mills, S.1    Lucas, S.2    Irakliotis, L.3    Rappa, M.4    Carlson, T.5    Perlowitz, B.6
  • 29
    • 0004255908 scopus 로고    scopus 로고
    • Machine learning
    • McGraw-Hill Boston
    • T. M. Mitchell. Machine learning. WCB. McGraw-Hill Boston, 1997.
    • (1997) WCB
    • Mitchell, T.M.1
  • 30
    • 0002081678 scopus 로고    scopus 로고
    • Co-array fortran for parallel programming
    • R. W. Numrich and J. Reid. Co-array fortran for parallel programming. In ACM Sigplan Fortran Forum, pages 1-31, 1998.
    • (1998) ACM Sigplan Fortran Forum , pp. 1-31
    • Numrich, R.W.1    Reid, J.2
  • 37
    • 80052955921 scopus 로고    scopus 로고
    • A review of optimization methodologies in support vector machines
    • J. Shawe-Taylor and S. Sun. A review of optimization methodologies in support vector machines. Neurocomputing, 74(17):3609-3618, 2011.
    • (2011) Neurocomputing , vol.74 , Issue.17 , pp. 3609-3618
    • Shawe-Taylor, J.1    Sun, S.2
  • 38
    • 34548276069 scopus 로고    scopus 로고
    • High-performance and scalable mpi over infiniband with reduced memory usage: An in-depth performance analysis
    • S. Sur, M. J. Koop, and D. K. Panda. High-performance and scalable mpi over infiniband with reduced memory usage: an in-depth performance analysis. In ACM/IEEE conference on Supercomputing, page 105, 2006.
    • (2006) ACM/IEEE Conference on Supercomputing , pp. 105
    • Sur, S.1    Koop, M.J.2    Panda, D.K.3
  • 40
    • 61749090884 scopus 로고    scopus 로고
    • Distance metric learning for large margin nearest neighbor classification
    • K. Q. Weinberger and L. K. Saul. Distance metric learning for large margin nearest neighbor classification. The Journal of Machine Learning Research, 10:207-244, 2009.
    • (2009) The Journal of Machine Learning Research , vol.10 , pp. 207-244
    • Weinberger, K.Q.1    Saul, L.K.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.