메뉴 건너뛰기




Volumn 7235 LNCS, Issue , 2012, Pages 570-577

Computing resource prediction for MapReduce applications using decision tree

Author keywords

Cloud computing; Decision tree; Machine learning; MapReduce; Resource Prediction

Indexed keywords

COMPUTING ENVIRONMENTS; COMPUTING PARADIGM; COMPUTING RESOURCE; MAP-REDUCE; PAY-AS-YOU-GO; PREDICTION ACCURACY; REDUCING COSTS; REGRESSION TREES; RESOURCE MANAGEMENT; RESOURCE PREDICTION; SMALL TRAINING; USERS ACCESS;

EID: 84859720133     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-29253-8_51     Document Type: Conference Paper
Times cited : (12)

References (16)
  • 3
    • 77952653919 scopus 로고    scopus 로고
    • Statistics-driven workload modeling for the cloud
    • Ganapathi, A., Chen, Y., Fox, A.: Statistics-Driven Workload Modeling for the Cloud. In: ICDE Workshops 2010, pp. 87-92 (2010)
    • (2010) ICDE Workshops 2010 , pp. 87-92
    • Ganapathi, A.1    Chen, Y.2    Fox, A.3
  • 4
  • 5
    • 84956968918 scopus 로고    scopus 로고
    • A historical application profiler for use by parallel schedulers
    • Feitelson, D.G., Rudolph, L. (eds.). Springer, Heidelberg
    • Gibbons, R.: A Historical Application Profiler for Use by Parallel Schedulers. In: Feitelson, D.G., Rudolph, L. (eds.) IPPS-WS 1997 and JSSPP 1997. LNCS, vol. 1291, pp. 58-77. Springer, Heidelberg (1997)
    • (1997) IPPS-WS 1997 and JSSPP 1997. LNCS , vol.1291 , pp. 58-77
    • Gibbons, R.1
  • 8
    • 0035363047 scopus 로고    scopus 로고
    • Utilization, predictability, workloads, and user runtime estimates in scheduling the ibm sp2 with backfilling
    • June
    • Mu'alem, A.W., Feitelson, D.G.: Utilization, Predictability, Workloads, and User Runtime Estimates in Scheduling the IBM SP2 with Backfilling. IEEE Transactions on Parallel and Distributed Systems 12(6) (June 2001)
    • (2001) IEEE Transactions on Parallel and Distributed Systems , vol.12 , Issue.6
    • Mu'alem, A.W.1    Feitelson, D.G.2
  • 9
    • 0004255908 scopus 로고    scopus 로고
    • McGraw-Hill Science/Engineering/Math
    • Mitchell, T.M.: Machine Learning, McGraw-Hill Science/Engineering/Math (March 1, 1997)
    • (1997) Machine Learning
    • Mitchell, T.M.1
  • 11
    • 51049087908 scopus 로고    scopus 로고
    • The grid backfilling: A multi-site scheduling architecture with data mining prediction techniques
    • Guim, F., Rodero, I., Corbalan, J., et al.: The Grid Backfilling: a Multi-Site Scheduling Architecture with Data Mining Prediction Techniques. In: CoreGrid Workshop in Grid Middleware (2007)
    • (2007) CoreGrid Workshop in Grid Middleware
    • Guim, F.1    Rodero, I.2    Corbalan, J.3
  • 13
    • 84948957425 scopus 로고    scopus 로고
    • Predicting application run times using historical information
    • Feitelson, D.G., Rudolph, L. (eds.). Springer, Heidelberg
    • Smith, W., Foster, I., Taylor, V.: Predicting Application Run Times Using Historical Information. In: Feitelson, D.G., Rudolph, L. (eds.) JSSPP 1998. LNCS, vol. 1459, pp. 122-142. Springer, Heidelberg (1998)
    • (1998) JSSPP 1998. LNCS , vol.1459 , pp. 122-142
    • Smith, W.1    Foster, I.2    Taylor, V.3
  • 15
    • 84859728615 scopus 로고    scopus 로고
    • http://aws.amazon.com/elasticmapreduce/
  • 16
    • 84859714959 scopus 로고    scopus 로고
    • http://hadoop.apache.org


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.