-
1
-
-
0034704222
-
Nonlinear dimensionality reduction by locally linear embedding
-
DOI 10.1126/science.290.5500.2323
-
S. Roweis and L. Saul, "Nonlinear Dimensionality Reduction by Locally Linear Embedding," Science, vol. 290, pp. 2323-2326, 2000. (Pubitemid 32041578)
-
(2000)
Science
, vol.290
, Issue.5500
, pp. 2323-2326
-
-
Roweis, S.T.1
Saul, L.K.2
-
2
-
-
33746600649
-
Reducing the dimensionality of data with neural networks
-
DOI 10.1126/science.1127647
-
G.E. Hinton and R.R. Salakhutdinov, "Reducing the Dimensionality of Data with Neural Networks," Science, vol. 313, no. 5786, pp. 504-507, 2006. (Pubitemid 44148451)
-
(2006)
Science
, vol.313
, Issue.5786
, pp. 504-507
-
-
Hinton, G.E.1
Salakhutdinov, R.R.2
-
3
-
-
0010882796
-
An overview of multivariate data analysis
-
A.P. Dempster, "An Overview of Multivariate Data Analysis," J. Multivariate Analysis, vol. 1, no. 3, pp. 316-346, 1971.
-
(1971)
J. Multivariate Analysis
, vol.1
, Issue.3
, pp. 316-346
-
-
Dempster, A.P.1
-
4
-
-
0035248924
-
PCA versus LDA
-
DOI 10.1109/34.908974
-
A.M. Martinez and A.C. Kak, "PCA versus LDA," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 23, no. 2, pp. 228-233, Feb. 2001. (Pubitemid 32254716)
-
(2001)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.23
, Issue.2
, pp. 228-233
-
-
Martinez, A.M.1
Kak, A.C.2
-
5
-
-
38349018685
-
-
Technical Report TiCC-TR 2009-005, Tilburg Univ
-
J.P. Maaten, E.O. Postma, and H.J. Herik, "Dimensionality Reduction: A Comparative Review," Technical Report TiCC-TR 2009-005, Tilburg Univ., 2009.
-
(2009)
Dimensionality Reduction: A Comparative Review
-
-
Maaten, J.P.1
Postma, E.O.2
Herik, H.J.3
-
6
-
-
77958589503
-
Local and global regressive mapping for manifold learning with out-of-sample extrapolation
-
Y. Yang, F.P. Nie, S.M. Xiang, Y.T. Zhuang, and W.H. Wang, "Local and Global Regressive Mapping for Manifold Learning with Out-of-Sample Extrapolation," Proc. Am. Assoc. for Artificial Intelligence Conf., pp. 649-654, 2010.
-
(2010)
Proc. Am. Assoc. for Artificial Intelligence Conf
, pp. 649-654
-
-
Yang, Y.1
Nie, F.P.2
Xiang, S.M.3
Zhuang, Y.T.4
Wang, W.H.5
-
7
-
-
84899006908
-
Learning with local and global consistency
-
D. Zhou, O. Bousquet, T. Lal, J. Weston, and B. Scholkopf, "Learning with Local and Global Consistency," Proc. Advances in Neural Information Processing Systems, pp. 321-328, 2004.
-
(2004)
Proc. Advances in Neural Information Processing Systems
, pp. 321-328
-
-
Zhou, D.1
Bousquet, O.2
Lal, T.3
Weston, J.4
Scholkopf, B.5
-
9
-
-
0037948870
-
Hessian eigenmaps: Locally linear embedding techniques for high-dimensional data
-
DOI 10.1073/pnas.1031596100
-
D. Donoho and C. Grimes, "Hessian Eigenmaps: Locally Linear Embedding Techniques for High-Dimensional Data," Proc. Nat'l Academy Sciences USA, vol. 100, pp. 5591-5596, 2003. (Pubitemid 36576852)
-
(2003)
Proceedings of the National Academy of Sciences of the United States of America
, vol.100
, Issue.10
, pp. 5591-5596
-
-
Donoho, D.L.1
Grimes, C.2
-
10
-
-
0042378381
-
Laplacian eigenmaps for dimensionality reduction and data representation
-
DOI 10.1162/089976603321780317
-
M. Belkin and P. Niyogi, "Laplacian Eigenmaps for Dimensionality Reduction and Data Representation," Neural Computation, vol. 15, no. 6, pp. 1373-1396, 2003. (Pubitemid 37049796)
-
(2003)
Neural Computation
, vol.15
, Issue.6
, pp. 1373-1396
-
-
Belkin, M.1
Niyogi, P.2
-
11
-
-
14544307975
-
Principal manifolds and nonlinear dimension reduction by local tangent space alignment
-
Z.Y. Zhang and H.Y. Zha, "Principal Manifolds and Nonlinear Dimension Reduction by Local Tangent Space Alignment," SIAM J. Scientific Computing, vol. 26, no. 1, pp. 313-338, 2005.
-
(2005)
SIAM J. Scientific Computing
, vol.26
, Issue.1
, pp. 313-338
-
-
Zhang, Z.Y.1
Zha, H.Y.2
-
13
-
-
0028428774
-
A database for handwritten text recognition research
-
May
-
J.J. Hull, "A Database for Handwritten Text Recognition Research," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 16, no. 5, pp. 550-554, May 1994.
-
(1994)
IEEE Trans. Pattern Analysis and Machine Intelligence
, vol.16
, Issue.5
, pp. 550-554
-
-
Hull, J.J.1
-
14
-
-
0347380229
-
The cmu pose, illumination, and expression database
-
Dec
-
T. Sim, S. Baker, and M. Bsat, "The CMU Pose, Illumination, and Expression Database," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 25, no. 12, pp. 1615-1618, Dec. 2003.
-
(2003)
IEEE Trans. Pattern Analysis and Machine Intelligence
, vol.25
, Issue.12
, pp. 1615-1618
-
-
Sim, T.1
Baker, S.2
Bsat, M.3
-
15
-
-
57749197763
-
Semi-supervised dimensionality reduction
-
D.Q. Zhang, Z.H. Zhou, and S.C. Chen, "Semi-Supervised Dimensionality Reduction," Proc. SIAM Int'l Conf. Data Mining, pp. 629-634, 2007.
-
(2007)
Proc SIAM Int'l Conf. Data Mining
, pp. 629-634
-
-
Zhang, D.Q.1
Zhou, Z.H.2
Chen, S.C.3
-
16
-
-
33749248511
-
Semi-supervised nonlinear dimensionality reduction
-
X. Yang, H.Y. Fu, H.Y. Zha, and L. Jesse, "Semi-Supervised Nonlinear Dimensionality Reduction," Proc. Int'l Conf. Machine Learning, pp. 1065-1072, 2006.
-
(2006)
Proc. Int'l Conf. Machine Learning
, pp. 1065-1072
-
-
Yang, X.1
Fu, H.Y.2
Zha, H.Y.3
Jesse, L.4
-
17
-
-
51949118011
-
Spectral methods for semi-supervised manifold learning
-
Z.Y. Zhang, H.Y. Zha, and M. Zhang, "Spectral Methods for Semi-Supervised Manifold Learning," Proc. Int'l Conf. Computer Vision and Pattern Recognition, pp. 1-6, 2008.
-
(2008)
Proc. Int'l Conf. Computer Vision and Pattern Recognition
, pp. 1-6
-
-
Zhang, Z.Y.1
Zha, H.Y.2
Zhang, M.3
-
18
-
-
21844457672
-
Learning a mahalanobis metric from equivalence constraints
-
A. Bar-Hillel, T. Hertz, N. Shental, and D. Weinshall, "Learning a Mahalanobis Metric from Equivalence Constraints," J. Machine Learning Research, vol. 6, pp. 937-965, 2005.
-
(2005)
J. Machine Learning Research
, vol.6
, pp. 937-965
-
-
Bar-Hillel, A.1
Hertz, T.2
Shental, N.3
Weinshall, D.4
-
20
-
-
79954475526
-
Trace optimization and eigenproblems in dimension reduction methods
-
E. Kokiopoulou1, J. Chen, and Y. Saad, "Trace Optimization and Eigenproblems in Dimension Reduction Methods," Numerical Linear Algebra with Applications, vol. 18, pp. 565-602, 2011.
-
(2011)
Numerical Linear Algebra with Applications
, vol.18
, pp. 565-602
-
-
Kokiopoulou, E.1
Chen, J.2
Saad, Y.3
-
22
-
-
38349093039
-
Constraint score: A new filter method for feature selection with pairwise constraints
-
D.Q. Zhang, S.C. Chen, and Z.H. Zhou, "Constraint Score: A New Filter Method for Feature Selection with Pairwise Constraints," Pattern Recognition, vol. 41, no. 5, pp. 1440-1451, 2008.
-
(2008)
Pattern Recognition
, vol.41
, Issue.5
, pp. 1440-1451
-
-
Zhang, D.Q.1
Chen, S.C.2
Zhou, Z.H.3
-
24
-
-
33947194180
-
Graph embedding and extensions: A general framework for dimensionality reduction
-
DOI 10.1109/TPAMI.2007.250598
-
S.C. Yan, D. Xu, B.Y. Zhang, H.J. Zhang, Q. Yang, and S. Lin, "Graph Embedding and Extensions: A General Framework for Dimensionality Reduction," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 29, no. 1, pp. 40-51, Jan. 2007. (Pubitemid 46415944)
-
(2007)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.29
, Issue.1
, pp. 40-51
-
-
Yan, S.1
Xu, D.2
Zhang, B.3
Zhang, H.-J.4
Yang, Q.5
Lin, S.6
-
25
-
-
35348826480
-
Kernel laplacian eigenmaps for visualization of non-vectorial data
-
Y. Guo, J. Gao, and P.W. Kwan, "Kernel Laplacian Eigenmaps for Visualization of Non-Vectorial Data," Proc. Australian Joint Conf. Artificial Intelligence: Advances in Artificial Intelligence, pp. 1179-1183, 2006.
-
(2006)
Proc. Australian Joint Conf. Artificial Intelligence: Advances in Artificial Intelligence
, pp. 1179-1183
-
-
Guo, Y.1
Gao, J.2
Kwan, P.W.3
-
26
-
-
28444473249
-
Supervised nonlinear dimensionality reduction for visualization and classification
-
DOI 10.1109/TSMCB.2005.850151
-
X. Geng, D.C. Zhan, and Z.H. Zhou, "Supervised Nonlinear Dimensionality Reduction for Visualization and Classification," IEEE Trans. Systems, Man, and Cybernetics-Part B: Cybernetics, vol. 35, no. 6, pp. 1098-1107, Dec. 2005. (Pubitemid 41800411)
-
(2005)
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
, vol.35
, Issue.6
, pp. 1098-1107
-
-
Geng, X.1
Zhan, D.-C.2
Zhou, Z.-H.3
-
27
-
-
35248860116
-
Supervised locally linear embedding
-
D. Ridder, O. Kouropteva, O. Okun, M. Pietikainen, and R.P.W. Duin, "Supervised Locally Linear Embedding," Proc. Int'l Conf. Artificial Neural Networks, pp. 333-341, 2003.
-
(2003)
Proc. Int'l Conf. Artificial Neural Networks
, pp. 333-341
-
-
Ridder, D.1
Kouropteva, O.2
Okun, O.3
Pietikainen, M.4
Duin, R.P.W.5
-
28
-
-
0346034995
-
A generalized Foley-Sammon transform based on generalized fisher discriminant criterion and its application to face recognition
-
DOI 10.1016/S0167-8655(02)00207-6, PII S0167865502002076
-
Y. Guo, S. Li, J. Yang, T. Shu, and L. Wu, "A Generalized Foley-Sammon Transform Based on Generalized Fisher Discriminant Criterion and Its Application to Face Recognition," Pattern Recognition Letter, vol. 24, nos. 1-3, pp. 147-158, 2003. (Pubitemid 36080765)
-
(2003)
Pattern Recognition Letters
, vol.24
, Issue.1-3
, pp. 147-158
-
-
Guo, Y.-F.1
Li, S.-J.2
Yang, J.-Y.3
Shu, T.-T.4
Wu, L.-D.5
-
29
-
-
35148823228
-
Trace Ratio vs. Ratio Trace for Dimensionality Reduction
-
H. Wang, S. Yan, D. Xu, X. Tang, and T. Huang, "Trace Ratio vs. Ratio Trace for Dimensionality Reduction," Proc. Int'l Conf. Computer Vision and Pattern Recognition, pp. 1-8, 2007.
-
(2007)
Proc. Int'l Conf. Computer Vision and Pattern Recognition
, pp. 1-8
-
-
Wang, H.1
Yan, S.2
Xu, D.3
Tang, X.4
Huang, T.5
-
30
-
-
67349282310
-
Trace ratio problem revisited
-
Apr
-
Y. Jia, F. Nie, and C. Zhang, "Trace Ratio Problem Revisited," IEEE Trans. Neural Network, vol. 20, no. 4, pp. 729-735, Apr. 2009.
-
(2009)
IEEE Trans. Neural Network
, vol.20
, Issue.4
, pp. 729-735
-
-
Jia, Y.1
Nie, F.2
Zhang, C.3
-
32
-
-
30344483178
-
Document clustering using locality preserving indexing
-
DOI 10.1109/TKDE.2005.198
-
D. Cai, X. He, and J.W. Han, "Document Clustering Using Locality Preserving Indexing," IEEE Trans. Knowledge and Data Eng., vol. 17, no. 12, pp. 1624-1637, Dec. 2005. (Pubitemid 43060413)
-
(2005)
IEEE Transactions on Knowledge and Data Engineering
, vol.17
, Issue.12
, pp. 1624-1637
-
-
Cai, D.1
He, X.2
Han, J.3
-
33
-
-
84863116061
-
A multimedia retrieval framework based on semi-supervised ranking and relevance Feedback
-
Apr.
-
Y. Yang, F. Nie, D. Xu, J. Luo, Y. Zhuang, and Y. Pan, "A Multimedia Retrieval Framework Based on Semi-Supervised Ranking and Relevance Feedback," IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 34, no. 4, pp. 723-742, Apr. 2012.
-
(2012)
IEEE Trans. Pattern Analysis and Machine Intelligence
, vol.34
, Issue.4
, pp. 723-742
-
-
Yang, Y.1
Nie, F.2
Xu, D.3
Luo, J.4
Zhuang, Y.5
Pan, Y.6
-
35
-
-
37549070399
-
Learning a maximum margin subspace for image retrieval
-
Feb
-
X.F. He, D. Cai, and J. Han, "Learning a Maximum Margin Subspace for Image Retrieval," IEEE Trans. Knowledge and Data Eng., vol. 20, no. 2, pp. 189-201, Feb. 2008.
-
(2008)
IEEE Trans. Knowledge and Data Eng
, vol.20
, Issue.2
, pp. 189-201
-
-
He, X.F.1
Cai, D.2
Han, J.3
-
36
-
-
0034704229
-
A global geometric framework for nonlinear dimensionality reduction
-
DOI 10.1126/science.290.5500.2319
-
J.B. Tenenbaum, V. Silva, and J.C. Langford, "A Global Geometric Framework for Nonlinear Dimensionality Reduction," Science, vol. 290, no. 5500, pp. 2319-2323, 2000. (Pubitemid 32041577)
-
(2000)
Science
, vol.290
, Issue.5500
, pp. 2319-2323
-
-
Tenenbaum, J.B.1
De Silva, V.2
Langford, J.C.3
|