-
1
-
-
0347243182
-
Nonlinear component analysis as a kernel eigenvalue problem
-
Schölkopf, B. and Smola, A.J., and Müller, K.: Nonlinear component analysis as a kernel eigenvalue problem. Neural Computation, 10 (5), 1299-1319 (1998)
-
(1998)
Neural Computation
, vol.10
, Issue.5
, pp. 1299-1319
-
-
Schölkopf, B.1
Smola, A.J.2
Müller, K.3
-
3
-
-
0034244751
-
Normalized cuts and image segmentation
-
Shi, J. and Malik, J.: Normalized cuts and image segmentation. PAMI, 22 (8), 888-905, (2000)
-
(2000)
PAMI
, vol.22
, Issue.8
, pp. 888-905
-
-
Shi, J.1
Malik, J.2
-
4
-
-
78149301227
-
A min-max cut algorithm for graph partitioning and data clustering
-
Ding, C., He, X., Zha, H., Gu, M., and Simon, H.: A min-max cut algorithm for graph partitioning and data clustering. In: Proc. IEEE International Conf. Data Mining, 107-114, (2001)
-
(2001)
Proc. IEEE International Conf. Data Mining
, pp. 107-114
-
-
Ding, C.1
He, X.2
Zha, H.3
Gu, M.4
Simon, H.5
-
5
-
-
84898954907
-
Spectral kernel methods for clustering
-
Cristianini, N., Shawe-Taylor, J., and Kandola, J.: Spectral kernel methods for clustering. NIPS, 14 (2002)
-
(2002)
NIPS
, vol.14
-
-
Cristianini, N.1
Shawe-Taylor, J.2
Kandola, J.3
-
6
-
-
84880203756
-
Laplacian eigenmaps and spectral techniques for embedding and clustering
-
Belkin, M. and Niyogi, P.: Laplacian eigenmaps and spectral techniques for embedding and clustering. NIPS, 14 (2002)
-
(2002)
NIPS
, vol.14
-
-
Belkin, M.1
Niyogi, P.2
-
7
-
-
0042378381
-
Laplacian eigenmaps for dimensionality reduction and data representation
-
Belkin, M. and Niyogi, P.: Laplacian eigenmaps for dimensionality reduction and data representation. Neural Computation 15, 1373-1396 (2003)
-
(2003)
Neural Computation
, vol.15
, pp. 1373-1396
-
-
Belkin, M.1
Niyogi, P.2
-
8
-
-
84899013108
-
On spectral clustering, analysis and an algorithm
-
Ng, A.Y., Jordan, M., and Weiss, Y.: On spectral clustering, analysis and an algorithm. NIPS, 14 (2002)
-
(2002)
NIPS
, vol.14
-
-
Ng, A.Y.1
Jordan, M.2
Weiss, Y.3
-
10
-
-
22944459214
-
The principal component analysis of a graph and its relationships to spectral clustering
-
Saerens, M., Fouss, F., Yen L., and Dupont, P.: The principal component analysis of a graph and its relationships to spectral clustering. In: Proceedings of the 15th European Conference on Machine Learning, ECML, 371-383 (2004)
-
(2004)
Proceedings of the 15th European Conference on Machine Learning, ECML
, pp. 371-383
-
-
Saerens, M.1
Fouss, F.2
Yen, L.3
Dupont, P.4
-
11
-
-
78651579506
-
-
Diffusion Maps, Spectral Embedding, and Clustering Algorithms 259
-
Diffusion Maps, Spectral Embedding, and Clustering Algorithms 259
-
-
-
-
13
-
-
19644394100
-
Geometric diffusion as a tool for harmonic analysis and structure definition of data, parts I and II
-
Coifman, R.R., Lafon, S., Lee, A.B., Maggioni, M., Nadler, B., Warner, F., and Zucker S.: Geometric diffusion as a tool for harmonic analysis and structure definition of data, parts I and II. Proc. Nat. Acad. Sci., 102 (21), 7426-7437 (2005)
-
(2005)
Proc. Nat. Acad. Sci
, vol.102
, Issue.21
, pp. 7426-7437
-
-
Coifman, R.R.1
Lafon, S.2
Lee, A.B.3
Maggioni, M.4
Nadler, B.5
Warner, F.6
Zucker, S.7
-
14
-
-
0001199139
-
Embedding Riemannian manifolds by their heat kernel
-
Berard, P., Besson, G., and Gallot, S.: Embedding Riemannian manifolds by their heat kernel. Geometric and Functional Analysis, 4 (1994)
-
(1994)
Geometric and Functional Analysis
, vol.4
-
-
Berard, P.1
Besson, G.2
Gallot, S.3
-
16
-
-
84887012398
-
Clustering using a random-walk based distance measure
-
Yen, L., Vanvyve, D., Wouters, F., Fouss, F., Verleysen M., and Saerens, M.: Clustering using a random-walk based distance measure. In: Proceedings of the 13th Symposium on Artificial Neural Networks, ESANN, 317-324 (2005)
-
(2005)
Proceedings of the 13th Symposium on Artificial Neural Networks, ESANN
, pp. 317-324
-
-
Yen, L.1
Vanvyve, D.2
Wouters, F.3
Fouss, F.4
Verleysen, M.5
Saerens, M.6
-
20
-
-
33646530046
-
Computing Communities in Large Networks Using Random Walks
-
20th International Symposium on Computer and Information Sciences ISCIS'05
-
Pons, P. and Latapy, M.: Computing Communities in Large Networks Using Random Walks. In: 20th International Symposium on Computer and Information Sciences (ISCIS'05). LNCS 3733 (2005)
-
(2005)
LNCS
, vol.3733
-
-
Pons, P.1
Latapy, M.2
-
21
-
-
84864071145
-
-
NIPS
-
Nadler, B., Lafon, S., Coifman, R.R., and Kevrekidis, I.G.: Diffusion maps spectral clustering and eigenfunctions of Fokker-Planck operators. NIPS (2005)
-
(2005)
Diffusion maps spectral clustering and eigenfunctions of Fokker-Planck operators
-
-
Nadler, B.1
Lafon, S.2
Coifman, R.R.3
Kevrekidis, I.G.4
-
22
-
-
0001473437
-
On estimation of a probability density function and mode
-
Parzen, E.: On estimation of a probability density function and mode. Ann. Math. Stat. 33, 1065-1076 (1962)
-
(1962)
Ann. Math. Stat
, vol.33
, pp. 1065-1076
-
-
Parzen, E.1
-
23
-
-
33746476985
-
Diffusion maps: A unified framework for dimension reduction, data partitioning and graph subsampling
-
Lafon, S. and Lee, A.B.: Diffusion maps: A unified framework for dimension reduction, data partitioning and graph subsampling. IEEE Trans. Patt. Anal. Mach. Int., 28 (9), 1393-1403 (2006)
-
(2006)
IEEE Trans. Patt. Anal. Mach. Int
, vol.28
, Issue.9
, pp. 1393-1403
-
-
Lafon, S.1
Lee, A.B.2
-
25
-
-
33745342032
-
Diffusion maps, spectral clustering, and the reaction coordinates of dynamical systems
-
Nadler, B., Lafon, S., Coifman, R.R., and Kevrekidis, I.G.: Diffusion maps, spectral clustering, and the reaction coordinates of dynamical systems. Appl. Comp. Harm. Anal., 21, 113-127 (2006)
-
(2006)
Appl. Comp. Harm. Anal
, vol.21
, pp. 113-127
-
-
Nadler, B.1
Lafon, S.2
Coifman, R.R.3
Kevrekidis, I.G.4
-
26
-
-
78651554458
-
-
von Luxburg, U., Bousquet, O., and Belkin, M.: On the convergence of spectral clustering on random samples: the normalized case. NIPS (2004)
-
von Luxburg, U., Bousquet, O., and Belkin, M.: On the convergence of spectral clustering on random samples: the normalized case. NIPS (2004)
-
-
-
-
29
-
-
33745397832
-
From graph to manifold Laplacian: The convergence rate
-
Singer, A.: From graph to manifold Laplacian: the convergence rate. Applied and Computational Harmonic Analysis, 21 (1), 135-144 (2006)
-
(2006)
Applied and Computational Harmonic Analysis
, vol.21
, Issue.1
, pp. 135-144
-
-
Singer, A.1
-
33
-
-
0019551043
-
Eigenvalues of the Fokker-Planck operator and the approach to equilibrium for diffusions in potential fields
-
Matkowsky, B.J. and Schuss, Z.: Eigenvalues of the Fokker-Planck operator and the approach to equilibrium for diffusions in potential fields. SIAM J. App. Math. 40 (2), 242-254 (1981)
-
(1981)
SIAM J. App. Math
, vol.40
, Issue.2
, pp. 242-254
-
-
Matkowsky, B.J.1
Schuss, Z.2
-
34
-
-
0032293333
-
Clustering appearances of 3D objects
-
Basri, R., Roth, D., and Jacobs, D.: Clustering appearances of 3D objects. IEEE Conf. on Computer Vision and Pattern Recognition (CVPR-98), 414-420 (1998)
-
(1998)
IEEE Conf. on Computer Vision and Pattern Recognition (CVPR-98)
, pp. 414-420
-
-
Basri, R.1
Roth, D.2
Jacobs, D.3
-
35
-
-
0034704222
-
Nonlinear dimensionality reduction by locally linear embedding
-
Roweis, S.T. and Saul, L.K.: 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
-
37
-
-
85098398362
-
Fundamental limitations of spectral clustering
-
Nadler, B. and Galun, M.: Fundamental limitations of spectral clustering. NIPS, 19 (2006)
-
(2006)
NIPS
, vol.19
-
-
Nadler, B.1
Galun, M.2
-
38
-
-
78651525796
-
Finite Sample Convergence Results for Principal Component Analysis: A Matrix Perturbation Approach
-
submitted
-
Nadler, B.: Finite Sample Convergence Results for Principal Component Analysis: A Matrix Perturbation Approach, submitted.
-
-
-
Nadler, B.1
-
39
-
-
84899006908
-
Learning with local and global consistency
-
Zhou, D., Bousquet, O., Navin Lal, T., Weston J., and Scholkopf, B.: Learning with local and global consistency. NIPS, 16 (2004)
-
(2004)
NIPS
, vol.16
-
-
Zhou, D.1
Bousquet, O.2
Navin Lal, T.3
Weston, J.4
Scholkopf, B.5
-
40
-
-
3042720018
-
Equation-free: The computer-aided analysis of complex multiscale systems
-
Kevrekidis, I.G., Gear, C.W., Hummer, G.: Equation-free: The computer-aided analysis of complex multiscale systems. AIChE J. 50 1346-1355 (2004)
-
(2004)
AIChE J
, vol.50
, pp. 1346-1355
-
-
Kevrekidis, I.G.1
Gear, C.W.2
Hummer, G.3
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