-
1
-
-
0003796630
-
-
Academic Press, New York
-
R. A. Adams. Sobolev Spaces. Academic Press, New York, 1975.
-
(1975)
Sobolev Spaces
-
-
Adams, R.A.1
-
2
-
-
84864060454
-
Combining graph laplacians for semi-supervised learning
-
Y.Weiss, B. Schölkopf, and J. Platt, editors, Cambridge, MA, MIT Press
-
Andreas Argyriou, Mark Herbster, and Massimilano Pontil. Combining graph laplacians for semi-supervised learning. In Y.Weiss, B. Schölkopf, and J. Platt, editors, Advances in Neural Information Processing Systems 18, pages 67-74, Cambridge, MA, 2006. MIT Press.
-
(2006)
Advances in Neural Information Processing Systems
, vol.18
, pp. 67-74
-
-
Argyriou, A.1
Herbster, M.2
Pontil, M.3
-
3
-
-
55449104028
-
Towards a theoretical foundation for Laplacian-based manifold methods
-
M. Belkin and P. Niyogi. Towards a theoretical foundation for laplacian-based manifold methods. Journal of Computer and System Sciences, 74(8):1289-1308, 2008.
-
(2008)
Journal of Computer and System Sciences
, vol.74
, Issue.8
, pp. 1289-1308
-
-
Belkin, M.1
Niyogi, P.2
-
4
-
-
9444289383
-
Regularization and semi-supervised learning on large graphs
-
John Shawe-Taylor and Yoram Singer, editors, volume 3120 of Lecture Notes in Computer Science, Springer
-
M. Belkin, I. Matveeva, and P. Niyogi. Regularization and semi-supervised learning on large graphs. In John Shawe-Taylor and Yoram Singer, editors, COLT, volume 3120 of Lecture Notes in Computer Science, pages 624- 638. Springer, 2004.
-
(2004)
COLT
, pp. 624-638
-
-
Belkin, M.1
Matveeva, I.2
Niyogi, P.3
-
5
-
-
33750729556
-
Manifold regularization: A geometric framework for learning from labeled and unlabeled examples
-
M. Belkin, P. Niyogi, and S. Sindhwani. Manifold regularization: A geometric framework for learning from labeled and unlabeled examples. Journal of Machine Learning Research, 7:2399-2434, 2006.
-
(2006)
Journal of Machine Learning Research
, vol.7
, pp. 2399-2434
-
-
Belkin, M.1
Niyogi, P.2
Sindhwani, S.3
-
7
-
-
84898942071
-
Measure based regularization
-
Sebastian Thrun, Lawrence Saul, and Bernhard Schölkopf, editors, Cambridge, MA, MIT Press
-
Olivier Bousquet, Olivier Chapelle, and Matthias Hein. Measure based regularization. In Sebastian Thrun, Lawrence Saul, and Bernhard Schölkopf, editors, Advances in Neural Information Processing Systems 16, Cambridge, MA, 2004. MIT Press.
-
(2004)
Advances in Neural Information Processing Systems
, vol.16
-
-
Bousquet, O.1
Chapelle, O.2
Hein, M.3
-
8
-
-
33749252873
-
-
MIT Press, Cambridge, MA
-
O. Chapelle, B. Schölkopf, and A. Zien, editors. Semi- Supervised Learning. MIT Press, Cambridge, MA, 2006. URL http://www.kyb.tuebingen.mpg.de/ ssl-book.
-
(2006)
Semi- Supervised Learning
-
-
Chapelle, O.1
Schölkopf, B.2
Zien, A.3
-
10
-
-
33750684023
-
Heat kernels on weighted manifolds and applications
-
A. Grigor'yan. Heat kernels on weighted manifolds and applications. Cont. Math., 398:93-191, 2006.
-
(2006)
Cont. Math.
, vol.398
, pp. 93-191
-
-
Grigor'Yan, A.1
-
11
-
-
33746050192
-
-
PhD thesis, Wissenschaftlicher Mitarbeiter am Max-Planck-Institut für biologische Kybernetik in Tübingen in der Abteilung
-
M. Hein. Geometrical aspects of statistical learning theory. PhD thesis, Wissenschaftlicher Mitarbeiter am Max-Planck-Institut für biologische Kybernetik in Tübingen in der Abteilung, 2005.
-
(2005)
Geometrical Aspects of Statistical Learning Theory
-
-
Hein, M.1
-
12
-
-
84862274185
-
Statistical analysis of semi-supervised learning: The limit of infinite unlabelled data
-
Y. Bengio, D. Schuurmans, J. Lafferty, C. K. I. Williams, and A. Culotta, editors
-
B. Nadler, N. Srebro, and X. Zhou. Statistical analysis of semi-supervised learning: The limit of infinite unlabelled data. In Y. Bengio, D. Schuurmans, J. Lafferty, C. K. I. Williams, and A. Culotta, editors, Advances in Neural Information Processing Systems 22, pages 1330- 1338, 2009.
-
(2009)
Advances in Neural Information Processing Systems
, vol.22
, pp. 1330-1338
-
-
Nadler, B.1
Srebro, N.2
Zhou, X.3
-
13
-
-
10244252786
-
Systematic benchmarking of microarray data classification: Assessing the role of nonlinearity and dimensionality reduction
-
N. Pochet, F. De Smet, J.Suykens, and B. De Moor. Systematic benchmarking of microarray data classification: assessing the role of nonlinearity and dimensionality reduction. Bioinformatics, 20:3185-3195, 2004.
-
(2004)
Bioinformatics
, vol.20
, pp. 3185-3195
-
-
Pochet, N.1
De Smet, F.2
Suykens, J.3
De Moor, B.4
-
16
-
-
0004258932
-
-
Cambridge University Press, 2nd edition
-
G. F. Roach. Green's functions. Cambridge University Press, 2nd edition, 1982.
-
(1982)
Green's Functions
-
-
Roach, G.F.1
-
17
-
-
9444285502
-
Kernels and regularization on graphs
-
A. Smola and I. Kondor. Kernels and regularization on graphs. In Proc. 16th COLT, pages 144-158, 2003.
-
(2003)
Proc. 16th COLT
, pp. 144-158
-
-
Smola, A.1
Kondor, I.2
-
19
-
-
34548583274
-
A tutorial on spectral clustering
-
U. von Luxburg. A tutorial on spectral clustering. Statistics and Computing, 17(4):395-416, 2007.
-
(2007)
Statistics and Computing
, vol.17
, Issue.4
, pp. 395-416
-
-
Von Luxburg, U.1
-
20
-
-
84862289457
-
-
Volume 59 of CBMS-NSF Regional Conference Series in Applied Mathematics, Philadelphia: SIAM
-
G. Wahba. Spline Models for Observational Data. Volume 59 of CBMS-NSF Regional Conference Series in Applied Mathematics, Philadelphia: SIAM, 1990.
-
(1990)
Spline Models for Observational Data
-
-
Wahba, G.1
-
21
-
-
84899006908
-
Learning with local and global consistency
-
Sebastian Thrun, Lawrence Saul, and Bernhard Schölkopf, editors, MIT Press, Cambridge, MA
-
D. Zhou, O. Bousquet, T. N. Lal, J. Weston, and B. Schölkopf. Learning with local and global consistency. In Sebastian Thrun, Lawrence Saul, and Bernhard Schölkopf, editors, Advances in Neural Information Processing Systems 16. MIT Press, Cambridge, MA, 2004.
-
(2004)
Advances in Neural Information Processing Systems
, vol.16
-
-
Zhou, D.1
Bousquet, O.2
Lal, T.N.3
Weston, J.4
Schölkopf, B.5
|