-
2
-
-
85077343432
-
Loose synchronization for large-scale networked systems
-
Albrecht, J.R., Tuttle, C, Snoeren, A.C., and Vahdat, A. Loose synchronization for large-scale networked systems. In Proceedings of the USENIX Annual Technical Conference, pp. 301-314, 2006.
-
(2006)
Proceedings of the USENIX Annual Technical Conference
, pp. 301-314
-
-
Albrecht, J.R.1
Tuttle, C.2
Snoeren, A.C.3
Vahdat, A.4
-
3
-
-
41549101939
-
Model selection through sparse maximum likelihood estimation for multivariate Gaussian or binary data
-
Banerjee, O., El Ghaoui, L., and d'Aspremont, A. Model selection through sparse maximum likelihood estimation for multivariate Gaussian or binary data. Journal of Machine Learning Research, 9:485-516, 2008.
-
(2008)
Journal of Machine Learning Research
, vol.9
, pp. 485-516
-
-
Banerjee, O.1
El Ghaoui, L.2
D'Aspremont, A.3
-
4
-
-
34547198396
-
Algorithms and applications for approximate nonnegative matrix factorization
-
Berry, M.W., Browne, M., Langville, A.N., Pauca, V.P, and Plemmons, R.J. Algorithms and applications for approximate nonnegative matrix factorization. Computational Statistics & Data Analysis, 52(1): 155-173, 2007.
-
(2007)
Computational Statistics & Data Analysis
, vol.52
, Issue.1
, pp. 155-173
-
-
Berry, M.W.1
Browne, M.2
Langville, A.N.3
Pauca, V.P.4
Plemmons, R.J.5
-
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, 2011.
-
(2011)
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
-
7
-
-
37549003336
-
MapReduce: Simplified data processing on large clusters
-
Dean, J. and Ghemawat, S. MapReduce: Simplified 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
-
8
-
-
84861398963
-
On the 0(1/n) convergence rate of the Douglas-Rachford alternating direction method
-
He, B. and Yuan, X. On the 0(1/n) convergence rate of the Douglas-Rachford alternating direction method. SIAM Journal on Numerical Analysis, 50(2):700-709, 2012.
-
(2012)
SIAM Journal on Numerical Analysis
, vol.50
, Issue.2
, pp. 700-709
-
-
He, B.1
Yuan, X.2
-
9
-
-
84898988368
-
More effective distributed ML via a stale synchronous parallel parameter server
-
Ho, Q., Cipar, J., Cui, H., Lee, S., Kim, J.K., Gibbons, P.B., Gibson, G.A., Ganger, G., and Xing, E. More effective distributed ML via a stale synchronous parallel parameter server. In Advances in Neural information Processing Systems 26, pp. 1223-1231, 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.9
-
10
-
-
66349089385
-
A multivariate regression approach to association analysis of a quantitative trait network
-
Kim, S., Sohn, K.-A., and Xing, E.P. A multivariate regression approach to association analysis of a quantitative trait network. Bioinformatics, 25(12):i204-i212, 2009.
-
(2009)
Bioinformatics
, vol.25
, Issue.12
, pp. i204-i212
-
-
Kim, S.1
Sohn, K.-A.2
Xing, E.P.3
-
11
-
-
80052488062
-
Slow learners are fast
-
Langford, J., Smola, A., and Zinkevich, M. Slow learners are fast. In Advances in Neural Information Processing Systems 22, 2009.
-
(2009)
Advances in Neural Information Processing Systems
, vol.22
-
-
Langford, J.1
Smola, A.2
Zinkevich, M.3
-
13
-
-
84867595624
-
Decentralized low-rank matrix completion
-
Ling, Q., Xu, Y, Yin, W., and Wen, Z. Decentralized low-rank matrix completion. In Proceedings of the International Conference on Acoustics, Speech and Signal Processing, pp. 2925-2928, 2012.
-
(2012)
Proceedings of the International Conference on Acoustics, Speech and Signal Processing
, pp. 2925-2928
-
-
Ling, Q.1
Xu, Y.2
Yin, W.3
Wen, Z.4
-
15
-
-
84948952391
-
D-admm: A communication-efficient distributed algorithm for separable optimization
-
Mota, J, Xavier, J, Aguiar, P, and Puschel, Markus. D-admm: A communication-efficient distributed algorithm for separable optimization. IEEE Transactions on Signal Processing, 61(10):2718-2723, 2013.
-
(2013)
IEEE Transactions on Signal Processing
, vol.61
, Issue.10
, pp. 2718-2723
-
-
Mota, J.1
Xavier, J.2
Aguiar, P.3
Markus, P.4
-
16
-
-
85162467517
-
Hogwild: A lock-free approach to parallelizing stochastic gradient descent
-
Niu, F., Recht, B., Ré, C, and Wright, S.J. Hogwild: A lock-free approach to parallelizing stochastic gradient descent. In Advances in Neural Information Processing Systems 24, 2011.
-
(2011)
Advances in Neural Information Processing Systems
, vol.24
-
-
Niu, F.1
Recht, B.2
Ré, C.3
Wright, S.J.4
-
17
-
-
84891310987
-
Stochastic alternating direction method of multipliers
-
Ouyang, H., He, N., Tran, L., and Gray, A.G. Stochastic alternating direction method of multipliers. In Proceedings of the 30th International Conference on Machine Learning, pp. 80-88, 2013.
-
(2013)
Proceedings of the 30th International Conference on Machine Learning
, pp. 80-88
-
-
Ouyang, H.1
He, N.2
Tran, L.3
Gray, A.G.4
-
18
-
-
34547964973
-
Pegasos: Primal estimated sub-gradient solver for SVM
-
Shalev-Shwartz, S., Singer, Y, and Srebro, N. Pegasos: Primal estimated sub-gradient solver for SVM. In Proceedings of the 24th International Conference on Machine Learning, pp. 807-814, 2007.
-
(2007)
Proceedings of the 24th International Conference on Machine Learning
, pp. 807-814
-
-
Shalev-Shwartz, S.1
Singer, Y.2
Srebro, N.3
-
20
-
-
84894665814
-
Dual averaging and proximal gradient descent for online alternating direction multiplier method
-
Suzuki, T. Dual averaging and proximal gradient descent for online alternating direction multiplier method. In Proceedings of the 30th International Conference on Machine Learning, pp. 392-400, 2013.
-
(2013)
Proceedings of the 30th International Conference on Machine Learning
, pp. 392-400
-
-
Suzuki, T.1
-
21
-
-
79954994522
-
The solution path of the generalized lasso
-
Tibshirani, R.J. and Taylor, J. The solution path of the generalized lasso. Annals of Statistics, 39(3): 1335-1371, 2011.
-
(2011)
Annals of Statistics
, vol.39
, Issue.3
, pp. 1335-1371
-
-
Tibshirani, R.J.1
Taylor, J.2
-
24
-
-
78651419159
-
A unified primal-dual algorithm framework based on Bregman iteration
-
Zhang, X., Burger, M., and Osher, S. A unified primal-dual algorithm framework based on Bregman iteration. Journal of Scientific Computing, 46(1):20-46, 2011.
-
(2011)
Journal of Scientific Computing
, vol.46
, Issue.1
, pp. 20-46
-
-
Zhang, X.1
Burger, M.2
Osher, S.3
-
25
-
-
77953258978
-
Distributed consensus-based demodulation: Algorithms and error analysis
-
Zhu, H., Cano, A., and Giannakis, G.B. Distributed consensus-based demodulation: Algorithms and error analysis. IEEE Transactions on Wireless Communications, 9(6):2044-2054,2010.
-
(2010)
IEEE Transactions on Wireless Communications
, vol.9
, Issue.6
, pp. 2044-2054
-
-
Zhu, H.1
Cano, A.2
Giannakis, G.B.3
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