메뉴 건너뛰기




Volumn 2015-January, Issue , 2015, Pages 2674-2682

Taming the wild: A unified analysis of HOGWILD!-Style algorithms

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; INFORMATION SCIENCE; LEARNING SYSTEMS; STOCHASTIC SYSTEMS;

EID: 84965170302     PISSN: 10495258     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper
Times cited : (183)

References (25)
  • 1
    • 84904136037 scopus 로고    scopus 로고
    • Large-scale machine learning with stochastic gradient descent
    • Springer
    • Léon Bottou. Large-scale machine learning with stochastic gradient descent. In COMPSTAT'2010, pages 177-186. Springer, 2010.
    • (2010) COMPSTAT'2010 , pp. 177-186
    • Bottou, L.1
  • 2
    • 84872521733 scopus 로고    scopus 로고
    • Stochastic gradient descent tricks
    • Springer
    • Léon Bottou. Stochastic gradient descent tricks. In Neural Networks: Tricks of the Trade, pages 421-436. Springer, 2012.
    • (2012) Neural Networks: Tricks of the Trade , pp. 421-436
    • Bottou, L.1
  • 3
    • 85162035281 scopus 로고    scopus 로고
    • The tradeoffs of large scale learning
    • J. C. Platt, D. Koller, Y. Singer, and S. Roweis, editors, NIPS Foundation
    • Léon Bottou and Olivier Bousquet. The tradeoffs of large scale learning. In J. C. Platt, D. Koller, Y. Singer, and S. Roweis, editors, NIPS, volume 20, pages 161-168. NIPS Foundation, 2008.
    • (2008) NIPS , vol.20 , pp. 161-168
    • Bottou, L.1    Bousquet, O.2
  • 4
    • 84969963449 scopus 로고    scopus 로고
    • Global convergence of stochastic gradient descent for some nonconvex matrix problems
    • Christopher De Sa, Kunle Olukotun, and Christopher Ré. Global convergence of stochastic gradient descent for some nonconvex matrix problems. ICML, 2015.
    • (2015) ICML
    • De Sa, C.1    Olukotun, K.2    Ré, C.3
  • 8
    • 84893067066 scopus 로고    scopus 로고
    • WTF: The who to follow service at twitter
    • Pankaj Gupta, Ashish Goel, Jimmy Lin, Aneesh Sharma, Dong Wang, and Reza Zadeh. WTF: The who to follow service at twitter. WWW'13, pages 505-514, 2013.
    • (2013) WWW'13 , pp. 505-514
    • Gupta, P.1    Goel, A.2    Lin, J.3    Sharma, A.4    Wang, D.5    Zadeh, R.6
  • 10
    • 84879826396 scopus 로고    scopus 로고
    • Low-rank matrix completion using alternating minimization
    • ACM
    • Prateek Jain, Praneeth Netrapalli, and Sujay Sanghavi. Low-rank matrix completion using alternating minimization. In STOC, pages 665-674. ACM, 2013.
    • (2013) STOC , pp. 665-674
    • Jain, P.1    Netrapalli, P.2    Sanghavi, S.3
  • 11
    • 73249115078 scopus 로고    scopus 로고
    • A randomized incremental subgradient method for distributed optimization in networked systems
    • Björn Johansson, Maben Rabi, and Mikael Johansson. A randomized incremental subgradient method for distributed optimization in networked systems. SIAM Journal on Optimization, 20(3):1157-1170, 2009.
    • (2009) SIAM Journal on Optimization , vol.20 , Issue.3 , pp. 1157-1170
    • Johansson, B.1    Rabi, M.2    Johansson, M.3
  • 14
    • 84925448697 scopus 로고    scopus 로고
    • Asynchronous stochastic coordinate descent: Parallelism and convergence properties
    • Ji Liu and Stephen J. Wright. Asynchronous stochastic coordinate descent: Parallelism and convergence properties. SIOPT, 25(1):351-376, 2015.
    • (2015) SIOPT , vol.25 , Issue.1 , pp. 351-376
    • Liu, J.1    Wright, S.J.2
  • 15
    • 84930680874 scopus 로고    scopus 로고
    • An asynchronous parallel stochastic coordinate descent algorithm
    • Ji Liu, Stephen J Wright, Christopher Ré, Victor Bittorf, and Srikrishna Sridhar. An asynchronous parallel stochastic coordinate descent algorithm. JMLR, 16:285-322, 2015.
    • (2015) JMLR , vol.16 , pp. 285-322
    • Liu, J.1    Wright, S.J.2    Ré, C.3    Bittorf, V.4    Sridhar, S.5
  • 16
  • 17
    • 85162467517 scopus 로고    scopus 로고
    • Hogwild: A lock-free approach to parallelizing stochastic gradient descent
    • Feng Niu, Benjamin Recht, Christopher Re, and Stephen Wright. Hogwild: A lock-free approach to parallelizing stochastic gradient descent. In NIPS, pages 693-701, 2011.
    • (2011) NIPS , pp. 693-701
    • Niu, F.1    Recht, B.2    Re, C.3    Wright, S.4
  • 20
    • 84867120686 scopus 로고    scopus 로고
    • Making gradient descent optimal for strongly convex stochastic optimization
    • Alexander Rakhlin, Ohad Shamir, and Karthik Sridharan. Making gradient descent optimal for strongly convex stochastic optimization. ICML, 2012.
    • (2012) ICML
    • Rakhlin, A.1    Shamir, O.2    Sridharan, K.3
  • 21
    • 84947110023 scopus 로고    scopus 로고
    • Parallel coordinate descent methods for big data optimization
    • Peter Richtárik and Martin Takáč. Parallel coordinate descent methods for big data optimization. Mathematical Programming, pages 1-52, 2012.
    • (2012) Mathematical Programming , pp. 1-52
    • Richtárik, P.1    Takáč, M.2
  • 22
    • 84866870481 scopus 로고    scopus 로고
    • Stochastic coordinate descent methods for regularized smooth and nonsmooth losses
    • Springer
    • Qing Tao, Kang Kong, Dejun Chu, and Gaowei Wu. Stochastic coordinate descent methods for regularized smooth and nonsmooth losses. In Machine Learning and Knowledge Discovery in Databases, pages 537-552. Springer, 2012.
    • (2012) Machine Learning and Knowledge Discovery in Databases , pp. 537-552
    • Tao, Q.1    Kong, K.2    Chu, D.3    Wu, G.4
  • 24
    • 84874049380 scopus 로고    scopus 로고
    • Scalable coordinate descent approaches to parallel matrix factorization for recommender systems
    • Hsiang-Fu Yu, Cho-Jui Hsieh, Si Si, and Inderjit S Dhillon. Scalable coordinate descent approaches to parallel matrix factorization for recommender systems. In ICDM, pages 765-774, 2012.
    • (2012) ICDM , pp. 765-774
    • Yu, H.-F.1    Hsieh, C.-J.2    Si, S.3    Dhillon, I.S.4
  • 25
    • 84905103152 scopus 로고    scopus 로고
    • Dimmwitted: A study of main-memory statistical analytics
    • Ce Zhang and Christopher Re. Dimmwitted: A study of main-memory statistical analytics. PVLDB, 2014.
    • (2014) PVLDB
    • Zhang, C.1    Re, C.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.