-
1
-
-
64149107285
-
A new approach to collaborative filtering: Operator estimation with spectral regularization
-
Abernethy, J., Bach, F., Evgeniou, T., and Vert, J. P. A new approach to collaborative filtering: Operator estimation with spectral regularization. The Journal of Machine Learning Research, 10:803-826, 2009.
-
(2009)
The Journal of Machine Learning Research
, vol.10
, pp. 803-826
-
-
Abernethy, J.1
Bach, F.2
Evgeniou, T.3
Vert, J.P.4
-
2
-
-
34547979771
-
Uncovering shared structures in multiclass classification
-
New York, NY, USA, ACM Press
-
Amit, Y., Fink, M., Srebro, N., and Ullman, S. Uncovering Shared Structures in Multiclass Classification. In Proc. ICML '07, pp. 17-24, New York, NY, USA, 2007. ACM Press.
-
(2007)
Proc. ICML '07
, pp. 17-24
-
-
Amit, Y.1
Fink, M.2
Srebro, N.3
Ullman, S.4
-
3
-
-
33749259027
-
Learning convex combinations of continuously parameterized basic kernels
-
Auer, P. and Meir, R. (eds.), Springer, Berlin, Heidelberg
-
Argyriou, A., Micchelli, C.A., and Pontil, M. Learning convex combinations of continuously parameterized basic kernels. In Auer, P. and Meir, R. (eds.), Proc. COLT2005. Springer, Berlin, Heidelberg, 2005.
-
(2005)
Proc. COLT2005
-
-
Argyriou, A.1
Micchelli, C.A.2
Pontil, M.3
-
4
-
-
84864063089
-
Multi-task feature learning
-
Schölkopf, B. Platt, J. and Hoffman, T. (eds.), MIT Press, Cambridge, MA
-
Argyriou, A., Evgeniou, T., and Pontil, M. Multi-task feature learning. In Schölkopf, B., Platt, J., and Hoffman, T. (eds.), Advances in NIPS 19, pp. 41-48. MIT Press, Cambridge, MA, 2007.
-
(2007)
Advances in NIPS
, vol.19
, pp. 41-48
-
-
Argyriou, A.1
Evgeniou, T.2
Pontil, M.3
-
5
-
-
85162007328
-
A spectral regularization framework for multi-task structure learning
-
Platt, J.C. Koller, D. Singer, Y. and Roweis, S. (eds.), MIT Press, Cambridge, MA
-
Argyriou, A., Micchelli, C. A., Pontil, M., and Ying, Y. A spectral regularization framework for multi-task structure learning. In Platt, J.C., Koller, D., Singer, Y., and Roweis, S. (eds.), Advances in NIPS 20, pp. 25-32. MIT Press, Cambridge, MA, 2008.
-
(2008)
Advances in NIPS
, vol.20
, pp. 25-32
-
-
Argyriou, A.1
Micchelli, C.A.2
Pontil, M.3
Ying, Y.4
-
7
-
-
2442716489
-
The BCI competition 2003: Progress and perspectives in detection and discrimination of EEG single trials
-
Blankertz, B., Müller, K.-R., Curio, G., Vaughan, T. M., Schalk, G., Wolpaw, J. R., Schlögl, A., Neuper, C, Pfurtscheller, G., Hinterberger, T., Schröder, M., and Birbaumer, N. The BCI competition 2003: Progress and perspectives in detection and discrimination of EEG single trials. IEEE Trans. Biomed. Eng., 51(6):1044-1051, 2004.
-
(2004)
IEEE Trans. Biomed. Eng.
, vol.51
, Issue.6
, pp. 1044-1051
-
-
Blankertz, B.1
Müller, K.-R.2
Curio, G.3
Vaughan, T.M.4
Schalk, G.5
Wolpaw, J.R.6
Schlögl, A.7
Neuper, C.8
Pfurtscheller, G.9
Hinterberger, T.10
Schröder, M.11
Birbaumer, N.12
-
10
-
-
0032131292
-
Atomic decomposition by basis pursuit
-
Chen, S., Donoho, D., and Saunders, M. Atomic decomposition by basis pursuit. SIAM J. Sci. Comput., 20(1): 33-61, 1998.
-
(1998)
SIAM J. Sci. Comput.
, vol.20
, Issue.1
, pp. 33-61
-
-
Chen, S.1
Donoho, D.2
Saunders, M.3
-
13
-
-
36749072615
-
Majorization-Minimization Algorithm for Wavelet-Based Image Restoration
-
Figueiredo, M. A. T., Bioucas-Dias, J. M., and Nowak, R. D. Majorization-Minimization Algorithm for Wavelet-Based Image Restoration. IEEE Trans. Image Process., 16(12), 2007.
-
(2007)
IEEE Trans. Image Process.
, vol.16
, Issue.12
-
-
Figueiredo, M.A.T.1
Bioucas-Dias, J.M.2
Nowak, R.D.3
-
14
-
-
0014604308
-
Multiplier and gradient methods
-
Hestenes, M. R. Multiplier and gradient methods. J. Op-tim. Theory Appl., 4:303-320, 1969.
-
(1969)
J. Op-tim. Theory Appl.
, vol.4
, pp. 303-320
-
-
Hestenes, M.R.1
-
15
-
-
71149103464
-
An accelerated gradient method for trace norm minimization
-
New York, NY, ACM
-
Ji, S. and Ye, J. An accelerated gradient method for trace norm minimization. In Proc. ICML '09, pp. 457-464, New York, NY, 2009. ACM.
-
(2009)
Proc. ICML '09
, pp. 457-464
-
-
Ji, S.1
Ye, J.2
-
16
-
-
77956512986
-
Efficient and accurate lp-norm mul-tiple kernel learning
-
Kloft, M., Brefeld, U., Sonnenburg, S., Laskov, P., Müller, K.-R., and Zien, A. Efficient and accurate lp-norm mul-tiple kernel learning. In Advances in NIPS 22. 2010.
-
(2010)
Advances in NIPS
, vol.22
-
-
Kloft, M.1
Brefeld, U.2
Sonnenburg, S.3
Laskov, P.4
Müller, K.-R.5
Zien, A.6
-
17
-
-
8844278523
-
Learning the kernel matrix with semidefinite programming
-
Lanckriet, G. R. G., Cristianini, N., Bartlett, P., El Ghaoui, L., and Jordan, M. I. Learning the Kernel Matrix with Semidefinite Programming. J. Machine Learning Research, 5:27-72, 2004.
-
(2004)
J. Machine Learning Research
, vol.5
, pp. 27-72
-
-
Lanckriet, G.R.G.1
Cristianini, N.2
Bartlett, P.3
El Ghaoui, L.4
Jordan, M.I.5
-
20
-
-
0002380692
-
A method for nonlinear constraints in minimization problems
-
Fletcher, R. (ed.), Academic Press, London, New York
-
Powell, M. J. D. A method for nonlinear constraints in minimization problems. In Fletcher, R. (ed.), Optimization, pp. 283-298. Academic Press, London, New York, 1969.
-
(1969)
Optimization
, pp. 283-298
-
-
Powell, M.J.D.1
-
21
-
-
0016950796
-
Augmented Lagrangians and applications of the proximal point algorithm in convex programming
-
Rockafellar, R. T. Augmented Lagrangians and applications of the proximal point algorithm in convex programming. Math. of Oper. Res., 1:97-116, 1976.
-
(1976)
Math. of Oper. Res.
, vol.1
, pp. 97-116
-
-
Rockafellar, R.T.1
-
22
-
-
84968519566
-
The lanczos algorithm with partial reorthogonalization
-
Simon, H. D. The lanczos algorithm with partial reorthogonalization. Math. Comput., 42(165):115-142, 1984.
-
(1984)
Math. Comput.
, vol.42
, Issue.165
, pp. 115-142
-
-
Simon, H.D.1
-
23
-
-
84898932317
-
Maximum-margin matrix factorization
-
MIT Press, Cambridge, MA
-
Srebro, N., Rennie, J. D. M., and Jaakkola, T. S. Maximum-Margin Matrix Factorization. In Advances in NIPS 17, pp. 1329-1336. MIT Press, Cambridge, MA, 2005.
-
(2005)
Advances in NIPS
, vol.17
, pp. 1329-1336
-
-
Srebro, N.1
Rennie, J.D.M.2
Jaakkola, T.S.3
-
24
-
-
0001287271
-
Regression shrinkage and selection via the lasso
-
Tibshirani, R. Regression shrinkage and selection via the lasso. J. Roy. Stat. Soc. B, 58(1):267-288, 1996.
-
(1996)
J. Roy. Stat. Soc. B
, vol.58
, Issue.1
, pp. 267-288
-
-
Tibshirani, R.1
-
26
-
-
70349969800
-
A regularized discriminative framework for EEG analysis with application to brain-computer interface
-
Tomioka, R. and Müller, K.-R. A regularized discriminative framework for EEG analysis with application to brain-computer interface. Neuroimage, 49(1):415-432, 2010.
-
(2010)
Neuroimage
, vol.49
, Issue.1
, pp. 415-432
-
-
Tomioka, R.1
Müller, K.-R.2
-
28
-
-
70349600872
-
Dual augmented Lagrangian method for efficient sparse reconstruction
-
Tomioka, R. and Sugiyama, M. Dual Augmented Lagrangian Method for Efficient Sparse Reconstruction. IEEE Signal Processing Letters, 16(12):1067-1070, 2009.
-
(2009)
IEEE Signal Processing Letters
, vol.16
, Issue.12
, pp. 1067-1070
-
-
Tomioka, R.1
Sugiyama, M.2
-
30
-
-
85162026715
-
Cofi rank - maximum margin matrix factorization for collab-orative ranking
-
Platt, J.C. Koller, D. Singer, Y. and Roweis, S. (eds.), MIT Press, Cambridge, MA
-
Weimer, M., Karatzoglou, A., Le, Q., and Smola, A. Cofi rank - maximum margin matrix factorization for collab-orative ranking. In Platt, J.C., Koller, D., Singer, Y., and Roweis, S. (eds.), Advances in NIPS 20, pp. 1593-1600. MIT Press, Cambridge, MA, 2008.
-
(2008)
Advances in NIPS
, vol.20
, pp. 1593-1600
-
-
Weimer, M.1
Karatzoglou, A.2
Le, Q.3
Smola, A.4
-
31
-
-
85161974668
-
A new view of automatic relevance determination
-
Wipf, D. and Nagarajan, S. A new view of automatic relevance determination. In Advances in NIPS 20, pp. 1625-1632. 2008.
-
(2008)
Advances in NIPS
, vol.20
, pp. 1625-1632
-
-
Wipf, D.1
Nagarajan, S.2
|