메뉴 건너뛰기




Volumn , Issue , 2015, Pages 381-394

Managed communication and consistency for fast data-parallel iterative analytics

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; ARTIFICIAL INTELLIGENCE; BANDWIDTH; BUDGET CONTROL; CLOUD COMPUTING; DISTRIBUTED COMPUTER SYSTEMS; ERRORS; LEARNING SYSTEMS; STOCHASTIC SYSTEMS;

EID: 84959036260     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2806777.2806778     Document Type: Conference Paper
Times cited : (116)

References (36)
  • 1
    • 84870749286 scopus 로고    scopus 로고
    • Apache Mahout. http://mahout.apache.org/.
    • Apache Mahout
  • 6
    • 39449104740 scopus 로고    scopus 로고
    • Pattern recognition and machine learning
    • Springer-Verlag New York, Inc. Secaucus, NJ, USA
    • C. M. Bishop. Pattern Recognition and Machine Learning (Information Science and Statistics). Springer-Verlag New York, Inc., Secaucus, NJ, USA, 2006.
    • (2006) Information Science and Statistics
    • Bishop, C.M.1
  • 14
    • 77950537175 scopus 로고    scopus 로고
    • Regularization paths for generalized linear models via coordinate descent
    • J. H. Friedman, T. Hastie, and R. Tibshirani. Regularization paths for generalized linear models via coordinate descent. Journal of Statistical Software, 33(1):1-22, 2010.
    • (2010) Journal of Statistical Software , vol.33 , Issue.1 , pp. 1-22
    • Friedman, J.H.1    Hastie, T.2    Tibshirani, R.3
  • 16
    • 34548105186 scopus 로고    scopus 로고
    • Large-scale Bayesian logistic regression for text categorization
    • A. Genkin, D. D. Lewis, and D. Madigan. Large-scale bayesian logistic regression for text categorization. Technometrics, page 2007.
    • Technometrics
    • Genkin, A.1    Lewis, D.D.2    Madigan, D.3
  • 20
    • 1842788824 scopus 로고    scopus 로고
    • Finding scientific topics
    • T. L. Griffiths and M. Steyvers. Finding scientific topics. PNAS, 101(suppl. 1):5228-5235, 2004.
    • (2004) PNAS , vol.101 , pp. 5228-5235
    • Griffiths, T.L.1    Steyvers, M.2
  • 21
    • 84898988368 scopus 로고    scopus 로고
    • More effective distributed ml via a stale synchronous parallel parameter server
    • C. Burges, L. Bottou, M. Welling, Z. Ghahramani, and K. Weinberger, editors, Curran Associates, Inc
    • Q. Ho, J. Cipar, H. Cui, S. Lee, J. K. Kim, P. B. Gibbons, G. A. Gibson, G. Ganger, and E. P. Xing. More effective distributed ml via a stale synchronous parallel parameter server. In C. Burges, L. Bottou, M. Welling, Z. Ghahramani, and K. Weinberger, editors, Advances in Neural Information Processing Systems 26, pages 1223-1231. Curran Associates, Inc., 2013.
    • (2013) Advances in Neural Information Processing Systems , vol.26 , pp. 1223-1231
    • Ho, Q.1    Cipar, J.2    Cui, H.3    Lee, S.4    Kim, J.K.5    Gibbons, P.B.6    Gibson, G.A.7    Ganger, G.8    Xing, E.P.9
  • 22
    • 85008044987 scopus 로고    scopus 로고
    • Matrix factorization techniques for recommender systems
    • Aug
    • Y. Koren, R. Bell, and C. Volinsky. Matrix factorization techniques for recommender systems. Computer, 42(8):30-37, Aug. 2009.
    • (2009) Computer , vol.42 , Issue.8 , pp. 30-37
    • Koren, Y.1    Bell, R.2    Volinsky, C.3
  • 23
    • 84876231242 scopus 로고    scopus 로고
    • Imagenet classification with deep convolutional neural networks
    • F. Pereira, C. Burges, L. Bottou, and K. Weinberger, editors, Curran Associates, Inc
    • A. Krizhevsky, I. Sutskever, and G. E. Hinton. Imagenet classification with deep convolutional neural networks. In F. Pereira, C. Burges, L. Bottou, and K. Weinberger, editors Advances in Neural Information Processing Systems 25, pages 1097-1105. Curran Associates, Inc., 2012.
    • (2012) Advances in Neural Information Processing Systems , vol.25 , pp. 1097-1105
    • Krizhevsky, A.1    Sutskever, I.2    Hinton, G.E.3
  • 26
    • 84863735533 scopus 로고    scopus 로고
    • Distributed graphlab: A framework for machine learning and data mining in the cloud
    • Apr
    • Y. Low, D. Bickson, J. Gonzalez, C. Guestrin, A. Kyrola, and J. M. Hellerstein. Distributed graphlab: A framework for machine learning and data mining in the cloud. Proc. VLDB Endow., 5(8):716-727, Apr. 2012.
    • (2012) Proc. VLDB Endow , vol.5 , Issue.8 , pp. 716-727
    • Low, Y.1    Bickson, D.2    Gonzalez, J.3    Guestrin, C.4    Kyrola, A.5    Hellerstein, J.M.6
  • 32
    • 0025467711 scopus 로고
    • A bridging model for parallel computation
    • Aug
    • L. G. Valiant. A bridging model for parallel computation. Commun. ACM, 33(8):103-111, Aug. 1990.
    • (1990) Commun, ACM , vol.33 , Issue.8 , pp. 103-111
    • Valiant, L.G.1
  • 34
    • 84976846528 scopus 로고
    • A first order approximation to the optimum checkpoint interval
    • Sept
    • J. W. Young. A first order approximation to the optimum checkpoint interval. Commun. ACM, 17(9):530-531, Sept. 1974.
    • (1974) Commun. ACM , vol.17 , Issue.9 , pp. 530-531
    • Young, J.W.1
  • 36
    • 80052488062 scopus 로고    scopus 로고
    • Slow learners are fast
    • Y. Bengio, D. Schuurmans, J. Lafferty, C. Williams, and A. Culotta, editors, Curran Associates, Inc
    • M. Zinkevich, J. Langford, and A. J. Smola. Slow learners are fast. In Y. Bengio, D. Schuurmans, J. Lafferty, C. Williams, and A. Culotta, editors, Advances in Neural Information Processing Systems 22, pages 2331-2339. Curran Associates, Inc., 2009.
    • (2009) Advances in Neural Information Processing Systems , vol.22 , pp. 2331-2339
    • Zinkevich, M.1    Langford, J.2    Smola, A.J.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.