-
1
-
-
33745832304
-
A PAC-style model for learning from labeled and unlabeled data
-
Balcan, M.-F. & Blum, A. (2005), A PAC-style model for learning from labeled and unlabeled data, in'COLT'.
-
(2005)
COLT
-
-
Balcan, M.-F.1
Blum, A.2
-
2
-
-
85042972591
-
-
eds, Chapman & Hall/CRC Press
-
Basu, S., Davidson, I. & Wagstaff, K., eds (2008), Constrained Clustering: Advances in Algorithms, Theory, and Applications, Chapman & Hall/CRC Press.
-
(2008)
Constrained Clustering: Advances in Algorithms, Theory, and Applications
-
-
Basu, S.1
Davidson, I.2
Wagstaff, K.3
-
3
-
-
33750729556
-
Manifold regularization: A geometric framework for learning from examples
-
Belkin, M., Sindhwani, V. & Niyogi, P. (2006),'Manifold regularization: A geometric framework for learning from examples', JMLR 7, 2399-2434.
-
(2006)
JMLR
, vol.7
, pp. 2399-2434
-
-
Belkin, M.1
Sindhwani, V.2
Niyogi, P.3
-
4
-
-
77956501439
-
Does unlabeled data provably help? worst-case analysis of the sample complexity of semi-supervised learning
-
Ben-David, S., Lu, T. & Pal, D. (2008), Does unlabeled data provably help? worst-case analysis of the sample complexity of semi-supervised learning, in'COLT'.
-
(2008)
COLT
-
-
Ben-David, S.1
Lu, T.2
Pal, D.3
-
5
-
-
0038455092
-
Graph approximations to geodesics on embedded manifolds
-
Bernstein, M., de Silva, V., Langford, J. & Tenenbaum, J. (2000), Graph approximations to geodesics on embedded manifolds, Technical report, Stanford.
-
(2000)
Technical Report, Stanford
-
-
Bernstein, M.1
De Silva, V.2
Langford, J.3
Tenenbaum, J.4
-
6
-
-
56449109491
-
Local polynomial regression on unknown manifolds
-
Bickel, P. & Li, B. (2007),'Local polynomial regression on unknown manifolds', Complex datasets and inverse problems: Tomography, Networks and Beyond, IMS Lecture Notes-Monograph Series 54, 177-186.
-
(2007)
Complex Datasets and Inverse Problems: Tomography, Networks and Beyond, IMS Lecture Notes-Monograph Series
, vol.54
, pp. 177-186
-
-
Bickel, P.1
Li, B.2
-
7
-
-
0005943240
-
Constrained k-means clustering
-
Bradley, P., Bennett, K. & Demiriz, A. (2000), Constrained k-means clustering, Technical Report MSR-TR-2000-65, Microsoft Research.
-
(2000)
Technical Report MSR-TR-2000-65, Microsoft Research
-
-
Bradley, P.1
Bennett, K.2
Demiriz, A.3
-
8
-
-
34248389557
-
-
eds, MIT Press
-
Chapelle, O., Zien, A. & Schölkopf, B., eds (2006), Semisupervised learning, MIT Press.
-
(2006)
Semisupervised Learning
-
-
Chapelle, O.1
Zien, A.2
Schölkopf, B.3
-
9
-
-
84862299419
-
Spectral curvature clustering
-
Chen, G. & Lerman, G. (2008), Spectral curvature clustering, in'IJCV'.
-
(2008)
IJCV
-
-
Chen, G.1
Lerman, G.2
-
11
-
-
24344472681
-
Effective transductive learning via objective model selection
-
El-Yaniv, R. & Gerzon, L. (2005),'Effective transductive learning via objective model selection', Pattern Recognition Letters 26(13), 2104-2115.
-
(2005)
Pattern Recognition Letters
, vol.26
, Issue.13
, pp. 2104-2115
-
-
El-Yaniv, R.1
Gerzon, L.2
-
12
-
-
52449104800
-
Translated poisson mixture model for stratification learning
-
Haro, G., Randall, G. & Sapiro, G. (2008),'Translated poisson mixture model for stratification learning', IJCV 80, 358-374.
-
(2008)
IJCV
, vol.80
, pp. 358-374
-
-
Haro, G.1
Randall, G.2
Sapiro, G.3
-
13
-
-
1942484960
-
Transductive learning via spectral graph partitioning
-
Joachims, T. (2003), Transductive learning via spectral graph partitioning, in'ICML'.
-
(2003)
ICML
-
-
Joachims, T.1
-
14
-
-
31844448758
-
Generalization error bounds using unlabeled data
-
Kaariainen, M. (2005), Generalization error bounds using unlabeled data, in'COLT'.
-
(2005)
COLT
-
-
Kaariainen, M.1
-
15
-
-
33745422982
-
Fast multiscale clustering and manifold identification
-
Kushnir, D., Galun, M. & Brandt, A. (2006),'Fast multiscale clustering and manifold identification', Pattern Recognition 39, 1876-1891.
-
(2006)
Pattern Recognition
, vol.39
, pp. 1876-1891
-
-
Kushnir, D.1
Galun, M.2
Brandt, A.3
-
16
-
-
85045788563
-
Statistical analysis of semi-supervised regression
-
Lafferty, J. & Wasserman, L. (2007), Statistical analysis of semi-supervised regression, in'NIPS'.
-
(2007)
NIPS
-
-
Lafferty, J.1
Wasserman, L.2
-
17
-
-
34548133659
-
Segmentation of multivariate mixed data via lossy coding and compression
-
Ma, Y., Derksen, H., Hong, W. & Wright, J. (2007),'Segmentation of multivariate mixed data via lossy coding and compression', PAMI 29(9), 1546-1562.
-
(2007)
PAMI
, vol.29
, Issue.9
, pp. 1546-1562
-
-
Ma, Y.1
Derksen, H.2
Hong, W.3
Wright, J.4
-
18
-
-
84880738109
-
Unsupervised dimensionality estimation and manifold learning in highdimensional spaces by tensor voting
-
Mordohai, P. & Medioni, G. (2005), Unsupervised dimensionality estimation and manifold learning in highdimensional spaces by tensor voting, in'IJCAI'.
-
(2005)
IJCAI
-
-
Mordohai, P.1
Medioni, G.2
-
19
-
-
56449117244
-
Manifold regularization and semisupervised learning: Some theoretical analyses
-
Niyogi, P. (2008), Manifold regularization and semisupervised learning: Some theoretical analyses, Technical Report TR-2008-01, CS Dept, U. of Chicago.
-
(2008)
Technical Report TR-2008-01, CS Dept, U. of Chicago
-
-
Niyogi, P.1
-
20
-
-
34547675831
-
Generalization error bounds in semisupervised classification under the cluster assumption
-
Rigollet, P. (2007),'Generalization error bounds in semisupervised classification under the cluster assumption', JMLR 8, 1369-1392.
-
(2007)
JMLR
, vol.8
, pp. 1369-1392
-
-
Rigollet, P.1
-
21
-
-
84970983203
-
Unlabeled data: Now it helps, now it doesn't
-
Singh, A., Nowak, R. & Zhu, X. (2008), Unlabeled data: Now it helps, now it doesn't, in'NIPS'.
-
(2008)
NIPS
-
-
Singh, A.1
Nowak, R.2
Zhu, X.3
-
22
-
-
34948881815
-
A benchmark for the comparison of 3-d motion segmentation algorithms
-
Tron, R. & Vidal, R. (2007), A benchmark for the comparison of 3-d motion segmentation algorithms, in'CVPR'.
-
(2007)
CVPR
-
-
Tron, R.1
Vidal, R.2
-
25
-
-
34548583274
-
A tutorial on spectral clustering
-
von Luxburg, U. (2007),'A tutorial on spectral clustering', Statistics and Computing 17(4), 395-416.
-
(2007)
Statistics and Computing
, vol.17
, Issue.4
, pp. 395-416
-
-
Von Luxburg, U.1
-
26
-
-
84899006908
-
Learning with local and global consistency
-
Zhou, D., Bousquet, O., Lal, T., Weston, J. & Schölkopf, B. (2004), Learning with local and global consistency, in'NIPS'.
-
(2004)
NIPS
-
-
Zhou, D.1
Bousquet, O.2
Lal, T.3
Weston, J.4
Schölkopf, B.5
-
28
-
-
1942484430
-
Semisupervised learning using Gaussian fields and harmonic functions
-
Zhu, X., Ghahramani, Z. & Lafferty, J. (2003), Semisupervised learning using Gaussian fields and harmonic functions, in'ICML'.
-
(2003)
ICML
-
-
Zhu, X.1
Ghahramani, Z.2
Lafferty, J.3
|