-
1
-
-
84884085211
-
-
Princeton University Press, Princeton, NJ
-
Absil, P.-A., Mahony, R., and Sepulchre, R. Optimization Algorithms on Matrix Manifolds. Princeton University Press, Princeton, NJ, 2008. ISBN 978-0-691-13298-3.
-
(2008)
Optimization Algorithms on Matrix Manifolds
-
-
Absil, P.-A.1
Mahony, R.2
Sepulchre, R.3
-
2
-
-
84862688930
-
-
CoRR, abs/1110.4198
-
Agarwal, Alekh, Chapelle, Olivier, Dudfk, Miroslav, and Langford, John. A reliable effective terascale linear learning system. CoRR, abs/1110.4198, 2011.
-
(2011)
A Reliable Effective Terascale Linear Learning System
-
-
Agarwal, A.1
Chapelle, O.2
Dudfk, M.3
Langford, J.4
-
3
-
-
84875700547
-
Stochastic optimization for PCA and PLS
-
Oct.
-
Arora, R., Cotter, A., Livescu, K., and Srebro, N. Stochastic optimization for PCA and PLS. In Communication, Control, and Computing (Allerton), 2012 50th Annual Allerton Conference on, pp. 861-868, Oct 2012.
-
(2012)
Communication, Control, and Computing (Allerton), 2012 50th Annual Allerton Conference on
, pp. 861-868
-
-
Arora, R.1
Cotter, A.2
Livescu, K.3
Srebro, N.4
-
4
-
-
84898944356
-
Stochastic optimization of PCA with capped MSG
-
Burges, C.j.c., Bottou, L., Welling, M., Ghahramani, TL., and Weinberger, K.q. (eds.)
-
Arora, Raman, Cotter, Andy, and Srebro, Nati. Stochastic optimization of PCA with capped MSG. In Burges, C.j.c., Bottou, L., Welling, M., Ghahramani, TL., and Weinberger, K.q. (eds.), Advances in Neural Information Processing Systems 26, pp. 1815-1823. 2013.
-
(2013)
Advances in Neural Information Processing Systems
, vol.26
, pp. 1815-1823
-
-
Arora, R.1
Cotter, A.2
Srebro, N.3
-
5
-
-
84898987559
-
The fast convergence of incremental PCA
-
Balsubramani, Akshay, Dasgupta, Sanjoy, and Freund, Yoav. The fast convergence of incremental PCA. In NIPS, pp. 3174-3182, 2013.
-
(2013)
NIPS
, pp. 3174-3182
-
-
Balsubramani, A.1
Dasgupta, S.2
Freund, Y.3
-
6
-
-
79952389882
-
Online identification and tracking of subspaces from highly incomplete information
-
IEEE
-
Balzano, Laura, Nowak, Robert, and Recht, Benjamin. Online identification and tracking of subspaces from highly incomplete information. In Communication, Control, and Computing (Allerton), 2010 48th Annual Allerton Conference on, pp. 704-711. IEEE, 2010.
-
(2010)
Communication, Control, and Computing (Allerton), 2010 48th Annual Allerton Conference on
, pp. 704-711
-
-
Balzano, L.1
Nowak, R.2
Recht, B.3
-
7
-
-
84904136037
-
Large-scale machine learning with stochastic gradient descent
-
Bottou, Lon. Large-scale machine learning with stochastic gradient descent. In Proceedings of COMPSTAT'2010, pp. 177-186. 2010.
-
(2010)
Proceedings of COMPSTAT'2010
, pp. 177-186
-
-
Bottou, L.1
-
9
-
-
1542337156
-
A nonlinear programming algorithm for solving semidefinite programs via low-rank factorization
-
Burer, Samuel and Monteiro, Renato DC. A nonlinear programming algorithm for solving semidefinite programs via low-rank factorization. Mathematical Programming, 95(2):329-357, 2003.
-
(2003)
Mathematical Programming
, vol.95
, Issue.2
, pp. 329-357
-
-
Burer, S.1
Monteiro, R.D.C.2
-
10
-
-
21644465788
-
Local minima and convergence in low-rank semidefinite programming
-
Burer, Samuel and Monteiro, Renato DC. Local minima and convergence in low-rank semidefinite programming. Mathematical Programming, 103(3):427-4144, 2005.
-
(2005)
Mathematical Programming
, vol.103
, Issue.3
, pp. 427-4144
-
-
Burer, S.1
Monteiro, R.D.C.2
-
12
-
-
71049116435
-
Exact matrix completion via convex optimization
-
Candès, Emmanuel J. and Recht, Benjamin. Exact matrix completion via convex optimization. FoCM, 9(6):717-772, 2009. ISSN 1615-3375.
-
(2009)
FoCM
, vol.9
, Issue.6
, pp. 717-772
-
-
Candès, E.J.1
Recht, B.2
-
13
-
-
84919976187
-
Solving quadratic equations via phaselift when there are about as many equations as unknowns
-
Candès, Emmanuel J. and Li, Xiaodong. Solving quadratic equations via phaselift when there are about as many equations as unknowns. FoCM, 14(5): 1017-1026, 2014.
-
(2014)
FoCM
, vol.14
, Issue.5
, pp. 1017-1026
-
-
Candès, E.J.1
Li, X.2
-
14
-
-
84970017913
-
Matrix completion via an alternating direction method
-
Chen, Caihua, He, Bingsheng, and Yuan, Xiaoming. Matrix completion via an alternating direction method. IMAJNA, 2011.
-
(2011)
IMAJNA
-
-
Chen, C.1
He, B.2
Yuan, X.3
-
16
-
-
80052250414
-
Adaptive subgradient methods for online learning and stochastic optimization
-
July
-
Duchi, John, Hazan, Elad, and Singer, Yoram. Adaptive subgradient methods for online learning and stochastic optimization. J. Mach. Learn. Res., 12:2121-2159, July 2011.
-
(2011)
J. Mach. Learn. Res.
, vol.12
, pp. 2121-2159
-
-
Duchi, J.1
Hazan, E.2
Singer, Y.3
-
19
-
-
84893067066
-
WTF: The who to follow service at twitter
-
Gupta, Pankaj, Goel, Ashish, Lin, Jimmy, Sharma, Aneesh, Wang, Dong, and Zadeh, Reza. WTF: The who to follow service at twitter. WWW '13, pp. 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
-
21
-
-
84937872603
-
The noisy power method: A meta algorithm with applications
-
Ghahramani, Z., Welling, M., Cortes, C., Lawrence, N.d., and Weinberger, K.q. (eds.), Curran Associates, Inc
-
Hardt, Moritz and Price, Eric. The noisy power method: A meta algorithm with applications. In Ghahramani, Z., Welling, M., Cortes, C., Lawrence, N.d., and Weinberger, K.q. (eds.), Advances in Neural Information Processing Systems 27, pp. 2861-2869. Curran Associates, Inc., 2014.
-
(2014)
Advances in Neural Information Processing Systems
, vol.27
, pp. 2861-2869
-
-
Hardt, M.1
Price, E.2
-
22
-
-
84989159222
-
-
ArXiv e-prints, dec.
-
Horstmeyer, R., Chen, R. Y., Ou, X., Ames, B., Tropp, J. A., and Yang, C. Solving ptychography with a convex relaxation. ArXiv e-prints, dec 2014.
-
(2014)
Solving Ptychography with A Convex Relaxation
-
-
Horstmeyer, R.1
Chen, R.Y.2
Ou, X.3
Ames, B.4
Tropp, J.A.5
Yang, C.6
-
23
-
-
77956508892
-
Accelerated gradient methods for stochastic optimization and online learning
-
Hu, Chonghai, Kwok, James T., and Pan, Weike. Accelerated gradient methods for stochastic optimization and online learning. In Advances in Neural Information Processing Systems 22, pp. 781-789, 2009.
-
(2009)
Advances in Neural Information Processing Systems
, vol.22
, pp. 781-789
-
-
Hu, C.1
Kwok, J.T.2
Pan, W.3
-
25
-
-
84879826396
-
Low-rank matrix completion using alternating minimization
-
ACM
-
Jain, Prateek, Netrapalli, Praneeth, and Sanghavi, Sujay. Low-rank matrix completion using alternating minimization. In Proceedings of the Forty-fifth Annual ACM STOC, pp. 665-674. ACM, 2013.
-
(2013)
Proceedings of the Forty-fifth Annual ACM STOC
, pp. 665-674
-
-
Jain, P.1
Netrapalli, P.2
Sanghavi, S.3
-
27
-
-
77956086700
-
Low-rank optimization on the conc of positive scmidcfinite matrices
-
May
-
Journée, M., Bach, F., Absil, P.-A., and Sepulchre, R. Low-rank optimization on the conc of positive scmidcfinite matrices. SIAM J. on Optimization, 20(5):2327-2351, May 2010.
-
(2010)
SIAM J. on Optimization
, vol.20
, Issue.5
, pp. 2327-2351
-
-
Journée, M.1
Bach, F.2
Absil, P.-A.3
Sepulchre, R.4
-
28
-
-
77956897560
-
Matrix completion from a few entries
-
June
-
Keshavan, R.H., Montanari, A., and Oh, Sewoong. Matrix completion from a few entries. Information Theory, IEEE Transactions on, 56(6):2980-2998, June 2010.
-
(2010)
Information Theory, IEEE Transactions on
, vol.56
, Issue.6
, pp. 2980-2998
-
-
Keshavan, R.H.1
Montanari, A.2
Oh, S.3
-
29
-
-
84892893335
-
Low-rank optimization with trace norm penalty
-
Mishra, Bamdev, Meyer, Gilles, Bach, Francis, and Sepulchre, Rodolphe. Low-rank optimization with trace norm penalty. SIAM Journal on Optimization, 23(4):2124-2149, 2013.
-
(2013)
SIAM Journal on Optimization
, vol.23
, Issue.4
, pp. 2124-2149
-
-
Mishra, B.1
Meyer, G.2
Bach, F.3
Sepulchre, R.4
-
30
-
-
85162467517
-
Hogwild: A lock-free approach to parallelizing stochastic gradient descent
-
Niu, Feng, Recht, Benjamin, Ré, Christopher, and Wright, Stephen J. Hogwild: A lock-free approach to parallelizing stochastic gradient descent. In In NIPS, 2011.
-
(2011)
NIPS
-
-
Niu, F.1
Recht, B.2
Ré, C.3
Wright, S.J.4
-
31
-
-
0022013023
-
On stochastic approximation of the eigenvectors and eigenvalues of the expectation of a random matrix
-
Oja, Erkki. On stochastic approximation of the eigenvectors and eigenvalues of the expectation of a random matrix. Journal of Mathematical Analysis and Applications, 106, 1985.
-
(1985)
Journal of Mathematical Analysis and Applications
, pp. 106
-
-
Oja, E.1
-
32
-
-
84905858499
-
Summingbird: A framework for integrating batch and online mapreduce computations
-
Oscar Boykin, Sam Ritchie, Ian O'Connell, Jimmy Lin. Summingbird: A framework for integrating batch and online mapreduce computations. In Proceedings of the VLDB Endowment, volume 7, pp. 1441-1451, 2013-2014.
-
(2013)
Proceedings of the VLDB Endowment
, vol.7
, pp. 1441-1451
-
-
Boykin, O.1
Ritchie, S.2
O'Connell, I.3
Lin, J.4
-
33
-
-
84880089568
-
Parallel stochastic gradient algorithms for large-scale matrix completion
-
Recht, Benjamin and Re, Christopher. Parallel stochastic gradient algorithms for large-scale matrix completion. Mathematical Programming Computation, 5(2): 201-226, 2013. ISSN 1867-2949.
-
(2013)
Mathematical Programming Computation
, vol.5
, Issue.2
, pp. 201-226
-
-
Recht, B.1
Re, C.2
-
37
-
-
84874089859
-
Distributed matrix completion
-
Teflioudi, Christina, Makari, Faraz, and Gemulla, Rainer. Distributed matrix completion. 2013 IEEE 13th 1CDM, 0:655-664, 2012. ISSN 1550-4786.
-
(2012)
2013 IEEE 13th 1CDM
, pp. 655-664
-
-
Teflioudi, C.1
Makari, F.2
Gemulla, R.3
-
38
-
-
33745309913
-
Sparse principal component analysis
-
Zou, Hui, Hastie, Trevor, and Tibshirani, Robert. Sparse principal component analysis. J. Comp. Graph. Stat., 15:2006, 2004.
-
(2004)
J. Comp. Graph. Stat.
, vol.15
, pp. 2006
-
-
Zou, H.1
Hastie, T.2
Tibshirani, R.3
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