-
1
-
-
33745465341
-
-
On manifold regularization, in: Proceedings of the International Workshop on Artificial Intelligence and Statistics.
-
M. Belkin, P. Niyogi, V. Sindhwani, On manifold regularization, in: Proceedings of the International Workshop on Artificial Intelligence and Statistics, 2005.
-
(2005)
-
-
Belkin, M.1
Niyogi, P.2
Sindhwani, V.3
-
2
-
-
33750729556
-
Manifold regularization: a geometric framework for learning from labeled and unlabeled examples
-
Belkin M., Niyogi P., Sindhwani V. Manifold regularization: a geometric framework for learning from labeled and unlabeled examples. Journal on Machine Learning Research 2006, 7:2399-2434.
-
(2006)
Journal on Machine Learning Research
, vol.7
, pp. 2399-2434
-
-
Belkin, M.1
Niyogi, P.2
Sindhwani, V.3
-
3
-
-
0010805362
-
-
Learning from labeled and unlabeled data using graph mincuts, in: Proceedings of the 18th International Conference on Machine Learning, Morgan Kaufmann, San Francisco, CA.
-
A. Blum, S. Chawla, Learning from labeled and unlabeled data using graph mincuts, in: Proceedings of the 18th International Conference on Machine Learning, Morgan Kaufmann, San Francisco, CA, 2001, pp. 19-26.
-
(2001)
, pp. 19-26
-
-
Blum, A.1
Chawla, S.2
-
4
-
-
0031620208
-
-
Combining labeled and unlabeled data with co-training, in: COLT' 98: Proceedings of the Eleventh Annual Conference on Computational Learning Theory, ACM Press, New York, NY, USA.
-
A. Blum, T. Mitchell. Combining labeled and unlabeled data with co-training, in: COLT' 98: Proceedings of the Eleventh Annual Conference on Computational Learning Theory, ACM Press, New York, NY, USA, 1998, pp. 92-100.
-
(1998)
, pp. 92-100
-
-
Blum, A.1
Mitchell, T.2
-
5
-
-
33749252873
-
-
MIT Press, Cambridge, MA
-
Chapelle O., Schölkopf B., Zien A. Semi-supervised Learning 2006, MIT Press, Cambridge, MA.
-
(2006)
Semi-supervised Learning
-
-
Chapelle, O.1
Schölkopf, B.2
Zien, A.3
-
6
-
-
77952544652
-
-
Cluster kernels for semi-supervised learning, vol. 15, NIPS.
-
O. Chapelle, J. Weston, B. Schölkopf, Cluster kernels for semi-supervised learning, vol. 15, NIPS, 2003.
-
(2003)
-
-
Chapelle, O.1
Weston, J.2
Schölkopf, B.3
-
7
-
-
77952553263
-
-
Spectral graph theory, in: CBMS Regional Conference Series in Mathematics, No. 92, American Mathematical Society, February.
-
F.R.K. Chung, Spectral graph theory, in: CBMS Regional Conference Series in Mathematics, No. 92, American Mathematical Society, February, 1997.
-
(1997)
-
-
Chung, F.R.K.1
-
8
-
-
0000764772
-
The use of multiple measurements in taxonomic problems
-
Fisher R.A. The use of multiple measurements in taxonomic problems. Annals Eugenics 1936, 7:179-188.
-
(1936)
Annals Eugenics
, vol.7
, pp. 179-188
-
-
Fisher, R.A.1
-
10
-
-
24644474150
-
-
Tangent-corrected embedding, in: IEEE Computer Society Conference on Computer Vision nd Pattern Recognition.
-
A. Ghodsi, J. Huang, F. Southey, D. Schuurmans, Tangent-corrected embedding, in: IEEE Computer Society Conference on Computer Vision and Pattern Recognition, vol. 1, 2005, pp. 518-525.
-
(2005)
, vol.1
, pp. 518-525
-
-
Ghodsi, A.1
Huang, J.2
Southey, F.3
Schuurmans, D.4
-
11
-
-
0000249788
-
An equivalence between sparse approximation and support vector machines
-
Girosi F. An equivalence between sparse approximation and support vector machines. Neural Computation 1997, 10:1455-1480.
-
(1997)
Neural Computation
, vol.10
, pp. 1455-1480
-
-
Girosi, F.1
-
12
-
-
8644228268
-
Locality preserving projections
-
MIT Press, Vancouver, British Columbia, Canada
-
He X., Niyogi P. Locality preserving projections. Advances in Neural Information Processing Systems 2003, vol. 16. MIT Press, Vancouver, British Columbia, Canada.
-
(2003)
Advances in Neural Information Processing Systems
, vol.16
-
-
He, X.1
Niyogi, P.2
-
13
-
-
0035400784
-
Face recognition based on the uncorrelated discriminant transformation
-
Jin Z., Yang J.-Y., Hu Z.-S., Lou Z. Face recognition based on the uncorrelated discriminant transformation. Pattern Recognition 2001, 34(7):1405-1416.
-
(2001)
Pattern Recognition
, vol.34
, Issue.7
, pp. 1405-1416
-
-
Jin, Z.1
Yang, J.-Y.2
Hu, Z.-S.3
Lou, Z.4
-
14
-
-
0001938951
-
-
Transductive inference for text classification using support vector machines, in: I. Bratko, S. Dzeroski (Eds.), Proceedings of ICML-99, 16th International Conference on Machine Learning, Morgan Kaufmann Publishers, San Francisco, US, Bled, SL.
-
T. Joachims, Transductive inference for text classification using support vector machines, in: I. Bratko, S. Dzeroski (Eds.), Proceedings of ICML-99, 16th International Conference on Machine Learning, Morgan Kaufmann Publishers, San Francisco, US, Bled, SL, 1999, pp. 200-209.
-
(1999)
, pp. 200-209
-
-
Joachims, T.1
-
15
-
-
33751562730
-
-
Face recognition using lda mixture model, in: International Conference on Pattern Recognition.
-
H.C. Kim, D. Kim, S.Y. Bang, Face recognition using lda mixture model, in: International Conference on Pattern Recognition, vol. 2, 2002, p. 20486.
-
(2002)
, vol.2
, pp. 20486
-
-
Kim, H.C.1
Kim, D.2
Bang, S.Y.3
-
16
-
-
0034300875
-
A new lda-based facerecognition system which can solve the small sample size problem
-
Li-Fen Chen M.-T.K.J.-C.L., Mark Liao H.-Y., Yu G.-J. A new lda-based facerecognition system which can solve the small sample size problem. Pattern Recognition 2000, 33(10):1713-1726.
-
(2000)
Pattern Recognition
, vol.33
, Issue.10
, pp. 1713-1726
-
-
Li-Fen Chen, M.-T.K.J.-C.L.1
Mark Liao, H.-Y.2
Yu, G.-J.3
-
18
-
-
0033337021
-
-
Fisher discriminant analysis with kernels, in: Neural Networks for Signal Processing IX, 1999, Proceedings of the 1999 IEEE Signal Processing Society Workshop.
-
S. Mika, G. Ratsch, J. Weston, B. Scholkopf, K.R. Mullers, Fisher discriminant analysis with kernels, in: Neural Networks for Signal Processing IX, 1999, Proceedings of the 1999 IEEE Signal Processing Society Workshop, 1999, pp. 41-48.
-
(1999)
, pp. 41-48
-
-
Mika, S.1
Ratsch, G.2
Weston, J.3
Scholkopf, B.4
Mullers, K.R.5
-
19
-
-
84899018574
-
-
Invariant feature extraction and classification in kernel spaces, in: NIPS.
-
S. Mika, G. Rätsch, J. Weston, B. Schölkopf, A.J. Smola, K.-R. Müller, Invariant feature extraction and classification in kernel spaces, in: NIPS, 1999, pp. 526-532.
-
(1999)
, pp. 526-532
-
-
Mika, S.1
Rätsch, G.2
Weston, J.3
Schölkopf, B.4
Smola, A.J.5
Müller, K.R.6
-
20
-
-
77952542478
-
-
Everything old is new again: a fresh look at historical approaches in machine learning. Ph.D. Thesis, MIT.
-
R.M. Rifkin, Everything old is new again: a fresh look at historical approaches in machine learning. Ph.D. Thesis, MIT, 2002.
-
(2002)
-
-
Rifkin, R.M.1
-
21
-
-
0034704222
-
Nonlinear dimensionality reduction by locally linear embedding
-
Roweis S.T., Saul L.K. Nonlinear dimensionality reduction by locally linear embedding. Science 2000, 290(5500):2323-2326.
-
(2000)
Science
, vol.290
, Issue.5500
, pp. 2323-2326
-
-
Roweis, S.T.1
Saul, L.K.2
-
22
-
-
84865131152
-
-
A generalized representer theorem, Lecture Notes in Computer Science 2111/2001
-
B. Schölkopf, R. Herbrich, A. Smola, A generalized representer theorem, Lecture Notes in Computer Science 2111/2001 (2001) 416-426.
-
(2001)
, pp. 416-426
-
-
Schölkopf, B.1
Herbrich, R.2
Smola, A.3
-
23
-
-
62249116488
-
Geometric mean for subspace selection
-
Tao D., Li X., Wu X., Maybank S.J. Geometric mean for subspace selection. IEEE Transactions on Pattern Analysis and Machine Intelligence 2009, 31(2):260-274.
-
(2009)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.31
, Issue.2
, pp. 260-274
-
-
Tao, D.1
Li, X.2
Wu, X.3
Maybank, S.J.4
-
24
-
-
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(5500):2319-2323.
-
(2000)
Science
, vol.290
, Issue.5500
, pp. 2319-2323
-
-
Tenenbaum, J.B.1
de Silva, V.2
Langford, J.C.3
-
25
-
-
85162047720
-
A Bayesian lda-based model for semi-supervised part-of-speech tagging
-
MIT Press, Cambridge, MA
-
Toutanova K., Johnson M. A Bayesian lda-based model for semi-supervised part-of-speech tagging. Advances in Neural Information Processing Systems 2008, vol. 20:1521-1528. MIT Press, Cambridge, MA.
-
(2008)
Advances in Neural Information Processing Systems
, vol.20
, pp. 1521-1528
-
-
Toutanova, K.1
Johnson, M.2
-
27
-
-
77952544229
-
-
Spline models for observational data, volume 59 of CBMS-NSF Regional Conference Series in Applied Mathematics, Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA.
-
G. Wahba, Spline models for observational data, volume 59 of CBMS-NSF Regional Conference Series in Applied Mathematics, Society for Industrial and Applied Mathematics (SIAM), Philadelphia, PA, 1990.
-
(1990)
-
-
Wahba, G.1
-
28
-
-
33750327222
-
-
Lda-based document models for ad-hoc retrieval, in: SIGIR '06: Proceedings of the 29th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, ACM Press, New York, NY, USA.
-
X. Wei, B.W. Croft, Lda-based document models for ad-hoc retrieval, in: SIGIR '06: Proceedings of the 29th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, ACM Press, New York, NY, USA, 2006, pp. 178-185.
-
(2006)
, pp. 178-185
-
-
Wei, X.1
Croft, B.W.2
-
29
-
-
67649880294
-
-
Semi-supervised bilinear subspace learning, IEEE Transactions on Image Processing 18
-
D. Xu, Y. Shuicheng, Semi-supervised bilinear subspace learning, IEEE Transactions on Image Processing 18 (7) (2009) 1671-1676.
-
(2009)
, Issue.7
, pp. 1671-1676
-
-
Xu, D.1
Shuicheng, Y.2
-
30
-
-
51649109792
-
Discriminatively regularized least-squares classification
-
Xue H., Chen S., Yang Q. Discriminatively regularized least-squares classification. Pattern Recognition 2009, 42(1):93-104.
-
(2009)
Pattern Recognition
, vol.42
, Issue.1
, pp. 93-104
-
-
Xue, H.1
Chen, S.2
Yang, Q.3
-
31
-
-
24644478682
-
-
Graph embedding: a general framework for dimensionality reduction, in: CVPR '05: Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05), vol. 2, IEEE Computer Society, Washington, DC, USA.
-
S. Yan, D. Xu, B. Zhang, H.-J. Zhang, Graph embedding: a general framework for dimensionality reduction, in: CVPR '05: Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05), vol. 2, IEEE Computer Society, Washington, DC, USA, 2005, pp. 830-837.
-
(2005)
, pp. 830-837
-
-
Yan, S.1
Xu, D.2
Zhang, B.3
Zhang, H.J.4
-
32
-
-
72449143147
-
-
Ranking with local regression and global alignment for cross media retrieval, in: MM '09: Proceedings of the Seventeen ACM International Conference on Multimedia, ACM, New York, NY, USA.
-
Y. Yang, D. Xu, F. Nie, J. Luo, Y. Zhuang, Ranking with local regression and global alignment for cross media retrieval, in: MM '09: Proceedings of the Seventeen ACM International Conference on Multimedia, ACM, New York, NY, USA, 2009, pp. 175-184.
-
(2009)
, pp. 175-184
-
-
Yang, Y.1
Xu, D.2
Nie, F.3
Luo, J.4
Zhuang, Y.5
-
33
-
-
72449133836
-
-
Retrieval based interactive cartoon synthesis via unsupervised bi-distance metric learning, in: MM '09: Proceedings of the Seventeen ACM International Conference on Multimedia, ACM, New York, NY, USA.
-
Y. Yang, Y. Zhuang, D. Xu, Y. Pan, D. Tao, S. Maybank, Retrieval based interactive cartoon synthesis via unsupervised bi-distance metric learning, in: MM '09: Proceedings of the Seventeen ACM International Conference on Multimedia, ACM, New York, NY, USA, 2009, pp. 311-320.
-
(2009)
, pp. 311-320
-
-
Yang, Y.1
Zhuang, Y.2
Xu, D.3
Pan, Y.4
Tao, D.5
Maybank, S.6
-
34
-
-
68549120964
-
Patch alignment for dimensionality reduction
-
Zhang T., Tao D., Li X., Yang J. Patch alignment for dimensionality reduction. IEEE Transactions on Knowledge and Data Engineering 2009, 21(9):1299-1313.
-
(2009)
IEEE Transactions on Knowledge and Data Engineering
, vol.21
, Issue.9
, pp. 1299-1313
-
-
Zhang, T.1
Tao, D.2
Li, X.3
Yang, J.4
-
35
-
-
70349404898
-
-
Heterogeneous multimedia data semantics mining using content and location context, in: MM '08: Proceeding of the 16th ACM International Conference on Multimedia, ACM, New York, NY, USA.
-
Y. Yang, Y. Zhuang, W. Wang, Heterogeneous multimedia data semantics mining using content and location context, in: MM '08: Proceeding of the 16th ACM International Conference on Multimedia, ACM, New York, NY, USA, 2008, pp. 655-658.
-
(2008)
, pp. 655-658
-
-
Yang, Y.1
Zhuang, Y.2
Wang, W.3
-
36
-
-
56749105615
-
Discriminative locality alignment
-
Zhang T., Tao D., Yang J. Discriminative locality alignment. ECCV 2008, 1:725-738.
-
(2008)
ECCV
, vol.1
, pp. 725-738
-
-
Zhang, T.1
Tao, D.2
Yang, J.3
-
37
-
-
14544307975
-
Principal manifolds and nonlinear dimension reduction via local tangent space alignment
-
Zhang Z., Zha H. Principal manifolds and nonlinear dimension reduction via local tangent space alignment. SIAM Journal of Scientific Computing 2002, 26:313-338.
-
(2002)
SIAM Journal of Scientific Computing
, vol.26
, pp. 313-338
-
-
Zhang, Z.1
Zha, H.2
-
38
-
-
84899006908
-
-
Learning with local and global consistency, in: Advances in Neural Information Processing Systems.
-
D. Zhou, O. Bousquet, T.N. Lal, J. Weston, B. Schölkopf, Learning with local and global consistency, in: Advances in Neural Information Processing Systems, vol. 16, 2004.
-
(2004)
, vol.16
-
-
Zhou, D.1
Bousquet, O.2
Lal, T.N.3
Weston, J.4
Schölkopf, B.5
-
39
-
-
1942484430
-
Semi-supervised learning using gaussian fields and harmonic functions
-
AAAI Press, Washington, DC USA, T. Fawcett, N. Mishra, T. Fawcett, N. Mishra (Eds.)
-
Zhu X., Ghahramani Z., Lafferty J.D. Semi-supervised learning using gaussian fields and harmonic functions. ICML 2003, 912-919. AAAI Press, Washington, DC USA. T. Fawcett, N. Mishra, T. Fawcett, N. Mishra (Eds.).
-
(2003)
ICML
, pp. 912-919
-
-
Zhu, X.1
Ghahramani, Z.2
Lafferty, J.D.3
-
40
-
-
77952543538
-
-
Web site of umist multi-view face database, Image Engineering and Neural Computing Lab, UMIST, UK.
-
D. Graham, N. Allinson, Web site of umist multi-view face database, Image Engineering and Neural Computing Lab, UMIST, UK, 1998. http://images.ee.umist.ac.uk/danny/database.html.
-
(1998)
-
-
Graham, D.1
Allinson, N.2
-
41
-
-
77952550075
-
-
Columbia object image library (COIL-20), Technical Report CUCS-005-96, February.
-
S.A. Nene, S.K. Nayar, H. Murase, Columbia object image library (COIL-20), Technical Report CUCS-005-96, February, 1996.
-
(1996)
-
-
Nene, S.A.1
Nayar, S.K.2
Murase, H.3
|