-
1
-
-
85162387277
-
Distributed delayed stochastic optimization
-
Agarwal, A. and Duchi, J. C. Distributed delayed stochastic optimization. In Advances in NIPS, pp. 873-881, 2011.
-
(2011)
Advances in NIPS
, pp. 873-881
-
-
Agarwal, A.1
Duchi, J.C.2
-
6
-
-
80051762104
-
Distributed optimization and statistical learning via the alternating direction method of multipliers
-
Boyd, S., Parikh, N., Chu, E., Peleato, B. and Eckstein, J. Distributed optimization and statistical learning via the alternating direction method of multipliers. Foundations and Trends in Machine Learning. 3 (1): 1-122, 2010.
-
(2010)
Foundations and Trends in Machine Learning
, vol.3
, Issue.1
, pp. 1-122
-
-
Boyd, S.1
Parikh, N.2
Chu, E.3
Peleato, B.4
Eckstein, J.5
-
8
-
-
37549003336
-
MapReduce: Simplfied data processing on large clusters
-
Dean, J. and Ghemawat, S. MapReduce: Simplfied data processing on large clusters. Communications of the ACM, 51 (1): 107-113, 2008.
-
(2008)
Communications of the ACM
, vol.51
, Issue.1
, pp. 107-113
-
-
Dean, J.1
Ghemawat, S.2
-
9
-
-
84937908747
-
SAGA: A fast incremental gradient method with support for non-strongly convex composite objectives
-
Defazio, A., Bach, F., and Lacoste-Julien, S. SAGA: A fast incremental gradient method with support for non-strongly convex composite objectives. In Advances in NIPS 27, pp. 1646-1654. 2014.
-
(2014)
Advances in NIPS
, vol.27
, pp. 1646-1654
-
-
Defazio, A.1
Bach, F.2
Lacoste-Julien, S.3
-
10
-
-
84857527621
-
Optimal distributed online prediction using mini-batches
-
Dekel, O., Gilad-Bachrach, R., Shamir, O., and Xiao, L. Optimal distributed online prediction using mini-batches. The Journal of Machine Learning Research, 13 (1): 165-202, 2012.
-
(2012)
The Journal of Machine Learning Research
, vol.13
, Issue.1
, pp. 165-202
-
-
Dekel, O.1
Gilad-Bachrach, R.2
Shamir, O.3
Xiao, L.4
-
11
-
-
84878490420
-
On the global and linear convergence of the generalized alternating direction method of multipliers
-
Rice University
-
Deng, W. and Yin, W. On the global and linear convergence of the generalized alternating direction method of multipliers. CAAM Technical Report 12-14, Rice University, 2012.
-
(2012)
CAAM Technical Report
, pp. 12-14
-
-
Deng, W.1
Yin, W.2
-
12
-
-
84857708133
-
Dual averaging for distributed optimization: Convergence analysis and network scaling
-
Duchi, J. C, Agarwal, A., and Wainwright, M. J. Dual averaging for distributed optimization: convergence analysis and network scaling. IEEE Transactions on Automatic Control, 57 (3): 592-606, 2012.
-
(2012)
IEEE Transactions on Automatic Control
, vol.57
, Issue.3
, pp. 592-606
-
-
Duchi, J.C.1
Agarwal, A.2
Wainwright, M.J.3
-
13
-
-
0004236492
-
-
The John Hopkins University Press, Baltimore, MD, third edition
-
Golub, G. H. and Van Loan, C. F. Matrix Computations. The John Hopkins University Press, Baltimore, MD, third edition, 1996.
-
(1996)
Matrix Computations
-
-
Golub, G.H.1
Van Loan, C.F.2
-
14
-
-
84937863713
-
Communication-efficient distributed dual coordinate ascent
-
Jaggi, M., Smith, V, Takac, M., Terhorst, J., Krishnan, S., Hofmann, T., and Jordan, M. I. Communication-efficient distributed dual coordinate ascent. In Advances in NIPS 27, pp. 3068-3076. 2014.
-
(2014)
Advances in NIPS
, vol.27
, pp. 3068-3076
-
-
Jaggi, M.1
Smith, V.2
Takac, M.3
Terhorst, J.4
Krishnan, S.5
Hofmann, T.6
Jordan, M.I.7
-
15
-
-
84872514178
-
A stochastic gradient method with an exponential convergence rate for finite training sets
-
Le Roux, N, Schmidt, M., and Bach, F. A stochastic gradient method with an exponential convergence rate for finite training sets. In Advances in NIPS 25, pp. 2672-2680. 2012.
-
(2012)
Advances in NIPS
, vol.25
, pp. 2672-2680
-
-
Le Roux, N.1
Schmidt, M.2
Bach, F.3
-
16
-
-
84921805084
-
Large-scale logistic regression and linear support vector machines using Spark
-
Washington DC, USA
-
Lin, C.-Y, Tsai, C.-H., Lee, C.-R, and Lin, C.-J. Large-scale logistic regression and linear support vector machines using Spark. In Proceedings of the IEEE Conference on Big Data, Washington DC, USA, 2014.
-
(2014)
Proceedings of the IEEE Conference on Big Data
-
-
Lin, C.-Y.1
Tsai, C.-H.2
Lee, C.-R.3
Lin, C.-J.4
-
18
-
-
84879800501
-
Gradient methods for minimizing composite functions
-
Nesterov, Y. Gradient methods for minimizing composite functions. Mathematical Programming, Ser. B, 140: 125-161, 2013.
-
(2013)
Mathematical Programming, Ser. B
, vol.140
, pp. 125-161
-
-
Nesterov, Y.1
-
21
-
-
85162467517
-
Hogwild: A lock-free approach to parallelizing stochastic gradient descent
-
Recht, B., Re, C, Wright, S. J., and Niu, F. Hogwild: A lock-free approach to parallelizing stochastic gradient descent. In Advances inNIPS, pp. 693-701, 2011.
-
(2011)
Advances InNIPS
, pp. 693-701
-
-
Recht, B.1
Re, C.2
Wright, S.J.3
Niu, F.4
-
22
-
-
84898064829
-
Stochastic convex optimization
-
Shalev-Shwartz, S., Shamir, O., Srebro, N. and Sridharan, K. Stochastic convex optimization. In Proceedings of the 22nd Annual Conference on Learning Theory, 2009.
-
(2009)
Proceedings of the 22nd Annual Conference on Learning Theory
-
-
Shalev-Shwartz, S.1
Shamir, O.2
Srebro, N.3
Sridharan, K.4
-
23
-
-
79952579787
-
Exascale computing technology challenges
-
Springer-Verlag
-
Shalf, J., Dosanjh, S., and Morrison, J. Exascale computing technology challenges. In Proceedings of the 9th International Conference on High Performance Computing for Computational Science, VECPAR'10, pp. 1-25. Springer-Verlag. 2011.
-
(2011)
Proceedings of the 9th International Conference on High Performance Computing for Computational Science, VECPAR'10
, pp. 1-25
-
-
Shalf, J.1
Dosanjh, S.2
Morrison, J.3
-
24
-
-
84919935839
-
Communication efficient distributed optimization using an approximate Newton-type method
-
Shamir, O., Srebro, N., and Zhang, T. Communication efficient distributed optimization using an approximate Newton-type method. In Proceedings of ICML. JMLR: W&CP volume 32, 2014.
-
(2014)
Proceedings of ICML. JMLR: W&CP
, vol.32
-
-
Shamir, O.1
Srebro, N.2
Zhang, T.3
-
25
-
-
84877779050
-
Communication-efficient algorithms for statistical optimization
-
Zhang, Y., Wainwright, M. J., and Duchi, J. C. Communication-efficient algorithms for statistical optimization. In Advances in NIPS, pp. 1502-1510, 2012.
-
(2012)
Advances in NIPS
, pp. 1502-1510
-
-
Zhang, Y.1
Wainwright, M.J.2
Duchi, J.C.3
-
27
-
-
84921738696
-
-
Technical report, Department of Computer Science, National Taiwan University
-
Zhuang, Y, Chin, W.-S., Juan, Y.-C, and Lin, C.-J. Distributed newton method for regularized logistic regression. Technical report, Department of Computer Science, National Taiwan University, 2014.
-
(2014)
Distributed Newton Method for Regularized Logistic Regression
-
-
Zhuang, Y.1
Chin, W.-S.2
Juan, Y.-C.3
Lin, C.-J.4
|