-
1
-
-
2342517502
-
Think globally, fit locally: unsupervised learning of low dimensional manifolds
-
Saul L.K., Roweis S.T. Think globally, fit locally: unsupervised learning of low dimensional manifolds. Journal of Machine Learning Research 2003, 4(4):119-155.
-
(2003)
Journal of Machine Learning Research
, vol.4
, Issue.4
, pp. 119-155
-
-
Saul, L.K.1
Roweis, S.T.2
-
2
-
-
0037948870
-
Hessian eigenmaps: locally linear embedding techniques for high-dimensional data
-
Donoho D., Grimes C. Hessian eigenmaps: locally linear embedding techniques for high-dimensional data. Proceedings of the National Academy of Sciences 2003, 100(10):5591-5596.
-
(2003)
Proceedings of the National Academy of Sciences
, vol.100
, Issue.10
, pp. 5591-5596
-
-
Donoho, D.1
Grimes, C.2
-
3
-
-
0034704229
-
A global geometric framework for nonlinear dimensionality reduction
-
Tenenbaum J.B., de Silva V., Langford J.C. A global geometric framework for nonlinear dimensionality reduction. Science 2000, 290:1323-2319.
-
(2000)
Science
, vol.290
, pp. 1323-2319
-
-
Tenenbaum, J.B.1
de Silva, V.2
Langford, J.C.3
-
5
-
-
33847374231
-
Linear local tangent space alignment and application to face recognition
-
Zhang T., Yang J., Zhao D., Ge X. Linear local tangent space alignment and application to face recognition. NeuroComputing 2007, 70:1547-1553.
-
(2007)
NeuroComputing
, vol.70
, pp. 1547-1553
-
-
Zhang, T.1
Yang, J.2
Zhao, D.3
Ge, X.4
-
6
-
-
33746476985
-
Diffusion maps and coarse-graining: a unified framework for dimensionality reduction, graph partitioning, and data set parameterization
-
Lafon S., Lee A. Diffusion maps and coarse-graining: a unified framework for dimensionality reduction, graph partitioning, and data set parameterization. IEEE Transaction on Pattern Analysis and Machine Intelligence 2006, 28(9):1393-1403.
-
(2006)
IEEE Transaction on Pattern Analysis and Machine Intelligence
, vol.28
, Issue.9
, pp. 1393-1403
-
-
Lafon, S.1
Lee, A.2
-
8
-
-
39549107761
-
Alignment of overlapping local scaled patches for multidimensional scaling and dimensionality reduction
-
Yang L. Alignment of overlapping local scaled patches for multidimensional scaling and dimensionality reduction. IEEE Transactions on Pattern Analysis and Machine Intelligence 2008, 30:438-450.
-
(2008)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.30
, pp. 438-450
-
-
Yang, L.1
-
9
-
-
33749248511
-
Semi-supervised nonlinear dimensionality reduction
-
ACM Press, New York, NY, USA
-
Yang X., Fu H., Zha H., Barlow J. Semi-supervised nonlinear dimensionality reduction. The 23rd International Conference on Machine Learning 2006, 1065-1072. ACM Press, New York, NY, USA.
-
(2006)
The 23rd International Conference on Machine Learning
, pp. 1065-1072
-
-
Yang, X.1
Fu, H.2
Zha, H.3
Barlow, J.4
-
10
-
-
25844496193
-
Principal surfaces from unsupervised kernel regression
-
Meinicke P., Klanke S., Memisevic R., Ritter H. Principal surfaces from unsupervised kernel regression. IEEE Transaction on Pattern Analysis and Machine Intelligence 2005, 27(9):1379-1391.
-
(2005)
IEEE Transaction on Pattern Analysis and Machine Intelligence
, vol.27
, Issue.9
, pp. 1379-1391
-
-
Meinicke, P.1
Klanke, S.2
Memisevic, R.3
Ritter, H.4
-
12
-
-
77952546147
-
-
Frey faces data set.
-
Frey faces data set. http://www.cs.toronto.edu/~roweis/data.html.
-
-
-
-
13
-
-
34047237342
-
Unsupervised discriminant projection analysis for feature extraction
-
IEEE Computer Society, Washington, DC, USA
-
Yang J., Zhang D., Jin Z., Yang J. Unsupervised discriminant projection analysis for feature extraction. the 18th International Conference on Pattern Recognition 2006, 904-907. IEEE Computer Society, Washington, DC, USA.
-
(2006)
the 18th International Conference on Pattern Recognition
, pp. 904-907
-
-
Yang, J.1
Zhang, D.2
Jin, Z.3
Yang, J.4
-
14
-
-
33744949513
-
Unsupervised learning of image manifolds by semi-definite programming
-
Weinberger K., Saul L. Unsupervised learning of image manifolds by semi-definite programming. International Journal of Computer Vision 2006, 70(1):77-90.
-
(2006)
International Journal of Computer Vision
, vol.70
, Issue.1
, pp. 77-90
-
-
Weinberger, K.1
Saul, L.2
-
15
-
-
67349259601
-
Combining local and global information for nonlinear dimensionality reduction
-
Wang Q., Li J. Combining local and global information for nonlinear dimensionality reduction. Neurocomputing 2009, 72:2235-2241.
-
(2009)
Neurocomputing
, vol.72
, pp. 2235-2241
-
-
Wang, Q.1
Li, J.2
-
16
-
-
57749197763
-
-
Semi-supervised dimensionality reduction. In: Proceedings of the 7th SIAM International Conference on Data Mining (SDM'07), Minneapolis, MN
-
D. Zhang, Z. Zhou, S. Chen. Semi-supervised dimensionality reduction. In: Proceedings of the 7th SIAM International Conference on Data Mining (SDM'07), Minneapolis, MN, 2007, pp. 629-634.
-
(2007)
, pp. 629-634
-
-
Zhang, D.1
Zhou, Z.2
Chen, S.3
-
17
-
-
38049174752
-
-
Semi-defnite manifold alignment, in: the 18th European Conference on Machine Learning
-
L. Xiong, F. Wang, C. Zhang, Semi-defnite manifold alignment, in: the 18th European Conference on Machine Learning, 2007, pp. 773-781.
-
(2007)
, pp. 773-781
-
-
Xiong, L.1
Wang, F.2
Zhang, C.3
-
18
-
-
36348998083
-
-
Clustering with local and global regularization, in: The 22nd AAAI Conference on Artificial Intelligence
-
F. Wang, C. Zhang, T. Li, Clustering with local and global regularization, in: The 22nd AAAI Conference on Artificial Intelligence, 2007, pp. 657-662.
-
(2007)
, pp. 657-662
-
-
Wang, F.1
Zhang, C.2
Li, T.3
-
19
-
-
57749198622
-
-
Semi-supervised classification using local and global regularization, in: The 23rd AAAI Conference on Artificial Intelligence
-
F. Wang, T. Li, G. Wang, C. Zhang, Semi-supervised classification using local and global regularization, in: The 23rd AAAI Conference on Artificial Intelligence, 2008, pp. 726-731.
-
(2008)
, pp. 726-731
-
-
Wang, F.1
Li, T.2
Wang, G.3
Zhang, C.4
|