-
1
-
-
9444289383
-
Regularization and semi-supervised learning on large graphs
-
Banff, Canada
-
M. Belkin, I. Matveeva, and P. Niyogi. Regularization and semi-supervised learning on large graphs. In Proceedings of the Seventeenth Annual Conference on Computational Learning Theory (COLT 2004), pages 624-638, Banff, Canada, 2004.
-
(2004)
Proceedings of the Seventeenth Annual Conference on Computational Learning Theory (COLT 2004)
, pp. 624-638
-
-
Belkin, M.1
Matveeva, I.2
Niyogi, P.3
-
2
-
-
0042378381
-
Laplacian eigenmaps for dimensionality reduction and data representation
-
M. Belkin and P. Niyogi. Laplacian eigenmaps for dimensionality reduction and data representation. Neural Computation, 15(6):1373-1396, 2003.
-
(2003)
Neural Computation
, vol.15
, Issue.6
, pp. 1373-1396
-
-
Belkin, M.1
Niyogi, P.2
-
3
-
-
33947233031
-
Out-of-sample extensions for LLE, isomap, MDS, eigenmaps, and spectral clustering
-
S. Thrun, L. K. Saul, and B. Schölkopf, editors Cambridge, MA MIT Press
-
Y. Bengio, J-F. Paiement, and P. Vincent. Out-of-sample extensions for LLE, Isomap, MDS, eigenmaps, and spectral clustering. In S. Thrun, L. K. Saul, and B. Schölkopf, editors, Advances in Neural Information Processing Systems 16, Cambridge, MA, 2004. MIT Press.
-
(2004)
Advances in Neural Information Processing Systems
, vol.16
-
-
Bengio, Y.1
Paiement, J.-F.2
Vincent, P.3
-
4
-
-
0033295981
-
CSDP, a C library for semidefinite programming
-
B. Borchers. CSDP, a C library for semidefinite programming. Optimization Methods and Software 11(1):613-623, 1999.
-
(1999)
Optimization Methods and Software
, vol.11
, Issue.1
, pp. 613-623
-
-
Borchers, B.1
-
5
-
-
84898990205
-
Charting a manifold
-
S. Becker, S. Thrun, and K. Obermayer, editors Cambridge, MA MIT Press
-
M. Brand. Charting a manifold. In S. Becker, S. Thrun, and K. Obermayer, editors, Advances in Neural Information Processing Systems 15, pages 985-992, Cambridge, MA, 2003. MIT Press.
-
(2003)
Advances in Neural Information Processing Systems
, vol.15
, pp. 985-992
-
-
Brand, M.1
-
7
-
-
84899009769
-
Global versus local methods in nonlinear dimensionality reduction
-
S. Becker, S. Thrun, and K. Obermayer, editors Cambridge, MA MIT Press
-
V. de Silva and J. B. Tenenbaum. Global versus local methods in nonlinear dimensionality reduction. In S. Becker, S. Thrun, and K. Obermayer, editors, Advances in Neural Information Processing Systems 15, pages 721-728, Cambridge, MA, 2003. MIT Press.
-
(2003)
Advances in Neural Information Processing Systems
, vol.15
, pp. 721-728
-
-
De Silva, V.1
Tenenbaum, J.B.2
-
9
-
-
11144299132
-
A kernel view of the dimensionality reduction of manifolds
-
Banff, Canada
-
J. Ham, D. D. Lee, S. Mika, and B. Schölkopf. A kernel view of the dimensionality reduction of manifolds. In Proceedings of the Twenty First International Conference on Machine Learning (ICML-04), pages 369-376, Banff, Canada, 2004.
-
(2004)
Proceedings of the Twenty First International Conference on Machine Learning (ICML-04)
, pp. 369-376
-
-
Ham, J.1
Lee, D.D.2
Mika, S.3
Schölkopf, B.4
-
11
-
-
84862629760
-
Fast embedding of sparse similarity graphs
-
S. Thrun, L. K. Saul, and B. Schölkopf, editors Cambridge, MA MIT Press
-
J. C. Platt. Fast embedding of sparse similarity graphs. In S. Thrun, L. K. Saul, and B. Schölkopf, editors, Advances in Neural Information Processing Systems 16, Cambridge, MA, 2004. MIT Press.
-
(2004)
Advances in Neural Information Processing Systems
, vol.16
-
-
Platt, J.C.1
-
12
-
-
84862616884
-
FastMap, MetricMap, and landmark MDS are all nyström algorithms
-
Barbados, WI, January
-
J. C. Platt. FastMap, MetricMap, and landmark MDS are all nyström algorithms. In Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, Barbados, WI, January 2005.
-
(2005)
Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics
-
-
Platt, J.C.1
-
13
-
-
0034704222
-
Nonlinear dimensionality reduction by locally linear embedding
-
S. T. Roweis and L. K. Saul. Nonlinear dimensionality reduction by locally linear embedding. Science, 290:2323-2326, 2000.
-
(2000)
Science
, vol.290
, pp. 2323-2326
-
-
Roweis, S.T.1
Saul, L.K.2
-
14
-
-
2342517502
-
Think globally, fit locally: Unsupervised learning of low dimensional manifolds
-
L. K. Saul and S. T. Roweis. Think globally, fit locally: unsupervised learning of low dimensional manifolds. Journal of Machine Learning Research, 4:119-155, 2003.
-
(2003)
Journal of Machine Learning Research
, vol.4
, pp. 119-155
-
-
Saul, L.K.1
Roweis, S.T.2
-
15
-
-
0347243182
-
Nonlinear component analysis as a kernel eigenvalue problem
-
B. Schölkopf, A. J. Smola, and K.-R. Müller. Nonlinear component analysis as a kernel eigenvalue problem. Neural Computation, 10:1299-1319, 1998.
-
(1998)
Neural Computation
, vol.10
, pp. 1299-1319
-
-
Schölkopf, B.1
Smola, A.J.2
Müller, K.-R.3
-
17
-
-
33746329499
-
The fastest mixing Markov process on a graph and a connection to a maximum variance unfolding problem
-
submitted
-
J. Sun, S. Boyd, L. Xiao, and P. Diaconis. The fastest mixing Markov process on a graph and a connection to a maximum variance unfolding problem. SIAM Review, submitted.
-
SIAM Review
-
-
Sun, J.1
Boyd, S.2
Xiao, L.3
Diaconis, P.4
-
18
-
-
84858874031
-
Partially labeled classification with Markov random walks
-
T. G. Dietterich, S. Becker, and Z. Ghahramani, editors Cambridge, MA MIT Press
-
M. Szummer and T. Jaakkola. Partially labeled classification with Markov random walks. In T. G. Dietterich, S. Becker, and Z. Ghahramani, editors, Advances in Neural Information Processing Systems 14, Cambridge, MA, 2002. MIT Press.
-
(2002)
Advances in Neural Information Processing Systems
, vol.14
-
-
Szummer, M.1
Jaakkola, T.2
-
19
-
-
0034704229
-
A global geometric framework for nonlinear dimensionality reduction
-
J. B. Tenenbaum, V. de Silva, and J. C. Langford. A global geometric framework for nonlinear dimensionality reduction. Science, 290:2319-2323, 2000.
-
(2000)
Science
, vol.290
, pp. 2319-2323
-
-
Tenenbaum, J.B.1
De Silva, V.2
Langford, J.C.3
-
20
-
-
0030106462
-
Semidefinite programming
-
March
-
L. Vandenberghe and S. P. Boyd. Semidefinite programming. SIAM Review, 38(1):49-95, March 1996.
-
(1996)
SIAM Review
, vol.38
, Issue.1
, pp. 49-95
-
-
Vandenberghe, L.1
Boyd, S.P.2
-
22
-
-
14344251006
-
Learning a kernel matrix for nonlinear dimensionality reduction
-
Banff, Canada
-
K. Q. Weinberger, F. Sha, and L. K. Saul. Learning a kernel matrix for nonlinear dimensionality reduction. In Proceedings of the Twenty First International Conference on Machine Learning (ICML-04), pages 839-846, Banff, Canada, 2004.
-
(2004)
Proceedings of the Twenty First International Conference on Machine Learning (ICML-04)
, pp. 839-846
-
-
Weinberger, K.Q.1
Sha, F.2
Saul, L.K.3
-
23
-
-
84898939890
-
On a connection between kernel PCA and metric multidimensional scaling
-
T. K. Leen, T. G. Dietterich, and V. Tresp, editors Cambridge, MA MIT Press
-
C. K. I. Williams. On a connection between kernel PCA and metric multidimensional scaling. In T. K. Leen, T. G. Dietterich, and V. Tresp, editors, Advances in Neural Information Processing Systems 13, pages 675-681, Cambridge, MA, 2001. MIT Press.
-
(2001)
Advances in Neural Information Processing Systems
, vol.13
, pp. 675-681
-
-
Williams, C.K.I.1
-
24
-
-
84899010839
-
Using the nyström method to speed up kernel machines
-
T. Leen, T. Dietterich, and V. Tresp, editors Cambridge, MA MIT Press
-
Christopher K. I. Williams and Matthias Seeger. Using the Nyström method to speed up kernel machines. In T. Leen, T. Dietterich, and V. Tresp, editors, Neural Information Processing Systems 13, pages 682-688, Cambridge, MA, 2001. MIT Press.
-
(2001)
Neural Information Processing Systems
, vol.13
, pp. 682-688
-
-
Williams, C.K.I.1
Seeger, M.2
-
25
-
-
85140867320
-
Principal manifolds and nonlinear dimensionality reduction by local tangent space alignment
-
in press
-
Z. Zhang and H. Zha. Principal manifolds and nonlinear dimensionality reduction by local tangent space alignment. SIAM Journal of Scientific Computing, in press.
-
SIAM Journal of Scientific Computing
-
-
Zhang, Z.1
Zha, H.2
-
26
-
-
84899006908
-
Learning with local and global consistency
-
S. Thrun, L. K. Saul, and B. Schölkopf, editors Cambridge, MA MIT Press
-
D. Zhou, O. Bousquet, T. N. Lai, J. Weston, and B. Schölkopf. Learning with local and global consistency. In S. Thrun, L. K. Saul, and B. Schölkopf, editors, Advances in Neural Information Processing Systems 16, pages 321-328, Cambridge, MA, 2004. MIT Press.
-
(2004)
Advances in Neural Information Processing Systems
, vol.16
, pp. 321-328
-
-
Zhou, D.1
Bousquet, O.2
Lai, T.N.3
Weston, J.4
Schölkopf, B.5
|