-
1
-
-
0001740650
-
"Training with noise is equivalent to Tikhonov regularization"
-
C. M. Bishop, "Training with noise is equivalent to Tikhonov regularization," Neural Comput., vol. 7, no. 1, pp. 108-116, 1995.
-
(1995)
Neural Comput.
, vol.7
, Issue.1
, pp. 108-116
-
-
Bishop, C.M.1
-
2
-
-
84898957872
-
"Improving the accuracy and speed of support vector learning machines"
-
in M. Mozer, M. Jordan, and T. Petsche, Eds. Cambridge, MA: MIT Press
-
C. J. C Burges and B. Schölkopf, "Improving the accuracy and speed of support vector learning machines," in Advances in Neural Information Processing Systems 9, M. Mozer, M. Jordan, and T. Petsche, Eds. Cambridge, MA: MIT Press, 1997, pp. 375-381.
-
(1997)
Advances in Neural Information Processing Systems
, vol.9
, pp. 375-381
-
-
Burges, C.J.C.1
Schölkopf, B.2
-
3
-
-
0002714543
-
"Making large-Scale SVM Learning Practical"
-
in B. Schölkopf, C. Burges, and A. Smola, Eds. Cambridge, CA: MIT Press
-
T. Joachims, "Making large-Scale SVM Learning Practical," in Advances in Kernel Methods - Support Vector Learning, B. Schölkopf, C. Burges, and A. Smola, Eds. Cambridge, CA: MIT Press, 1999, pp. 169-184.
-
(1999)
Advances in Kernel Methods - Support Vector Learning
, pp. 169-184
-
-
Joachims, T.1
-
4
-
-
0035441377
-
"Weighted least squares training of support vector classifiers leading to compact and adaptive schemes"
-
Sep
-
A. Navia-Vázquez, F. Pérez-Cruz, A. Artés-Rodríguez, and A. Figueiras-Vidal, "Weighted least squares training of support vector classifiers leading to compact and adaptive schemes," IEEE Trans. Neural Netw., vol. 12, no. 5, pp. 1047-1059, Sep. 2001.
-
(2001)
IEEE Trans. Neural Netw.
, vol.12
, Issue.5
, pp. 1047-1059
-
-
Navia-Vázquez, A.1
Pérez-Cruz, F.2
Artés-Rodríguez, A.3
Figueiras-Vidal, A.4
-
5
-
-
0001562735
-
"Reducing the run-time complexity in support vector regression"
-
in B. Schölkopf, C. J. C. Burges, and A. J. Smola, Eds. Cambridge, MA: MIT Press
-
E. Osuna and F. Girosi, "Reducing the run-time complexity in support vector regression," in Advances in Kernel Methods - Support Vector Learning, B. Schölkopf, C. J. C. Burges, and A. J. Smola, Eds. Cambridge, MA: MIT Press, 1999, pp. 271-284.
-
(1999)
Advances in Kernel Methods - Support Vector Learning
, pp. 271-284
-
-
Osuna, E.1
Girosi, F.2
-
6
-
-
24344497209
-
"Distributed Data Mining: Algorithms, Systems, and Applications"
-
in N. Ye, Ed. Mahwah, NJ: Lawrence Erlbaum Associates
-
B. H. Park and H. Kargupta, "Distributed Data Mining: Algorithms, Systems, and Applications," in Data Mining Handbook, N. Ye, Ed. Mahwah, NJ: Lawrence Erlbaum Associates, 2003.
-
(2003)
Data Mining Handbook
-
-
Park, B.H.1
Kargupta, H.2
-
7
-
-
0037411308
-
"Growing support vector classifiers with controlled complexity"
-
E. Parrado-Hernández, J. Arenas-García, I. Mora-Jiménez, A. R. Figueiras-Vidal, and A. Navia-Vázquez, "Growing support vector classifiers with controlled complexity," Pattern Recognit., vol. 36, no. 7, pp. 1479-1488, 2003.
-
(2003)
Pattern Recognit.
, vol.36
, Issue.7
, pp. 1479-1488
-
-
Parrado-Hernández, E.1
Arenas-García, J.2
Mora-Jiménez, I.3
Figueiras-Vidal, A.R.4
Navia-Vázquez, A.5
-
8
-
-
0012040778
-
"Máquina de vectores soporte adaptativa y compacta"
-
(in Spanish) Ph.D. dissertation, Universidad Politécnica de Madrid, Madrid, Spain
-
F. Pérez-Cruz, "Máquina de vectores soporte adaptativa y compacta," (in Spanish) Ph.D. dissertation, Universidad Politécnica de Madrid, Madrid, Spain, 2000.
-
(2000)
-
-
Pérez-Cruz, F.1
-
9
-
-
0012908831
-
"Fast training of support vector machines"
-
in Cambridge, MA
-
F. Pérez-Cruz, P. L. Alarcón-Diana, A. Navia-Vázquez, and A. Artés-Rodríguez, "Fast training of support vector machines," in Proc. Adv. Neural Inf. Process. Syst., Cambridge, MA, 2000, vol. 13, pp. 734-740.
-
(2000)
Proc. Adv. Neural Inf. Process. Syst.
, vol.13
, pp. 734-740
-
-
Pérez-Cruz, F.1
Alarcón-Diana, P.L.2
Navia-Vázquez, A.3
Artés-Rodríguez, A.4
-
10
-
-
14544283334
-
"Convergence of the IRWLS procedure to the support vector machine solution"
-
F. Pérez-Cruz, C. Bousoño-Calzón, and A. Artés-Rodríguez, "Convergence of the IRWLS procedure to the support vector machine solution," Neural Comput., vol. 17, pp. 7-18, 2005.
-
(2005)
Neural Comput.
, vol.17
, pp. 7-18
-
-
Pérez-Cruz, F.1
Bousoño-Calzón, C.2
Artés-Rodríguez, A.3
-
11
-
-
10944229264
-
"Fast approximation of support vector kernel expansions, and an interpretation of clustering as approximation in feature spaces"
-
B. Schólkopf, P. Knirsch, A. Smola, and C. Burges, "Fast approximation of support vector kernel expansions, and an interpretation of clustering as approximation in feature spaces," Neural Comput., vol. 10, pp. 1299-1319, 1998.
-
(1998)
Neural Comput.
, vol.10
, pp. 1299-1319
-
-
Schólkopf, B.1
Knirsch, P.2
Smola, A.3
Burges, C.4
-
12
-
-
0004094721
-
"Learning with kernels"
-
in Cambridge, MA: MIT Press
-
B. Schólkopf and A. Smola, "Learning with kernels," in Learning with Kernels. Cambridge, MA: MIT Press, 2002.
-
(2002)
Learning With Kernels
-
-
Schólkopf, B.1
Smola, A.2
-
13
-
-
0002493574
-
"Sparse greedy matrix approximation for machine learning"
-
in P. Langley, Ed., San Francisco, CA
-
A. J. Smola and B. Schólkopf, "Sparse greedy matrix approximation for machine learning," in Proc. 17th Int. Conf. Machine Learning, P. Langley, Ed., San Francisco, CA, 2000, pp. 911-918.
-
(2000)
Proc. 17th Int. Conf. Machine Learning
, pp. 911-918
-
-
Smola, A.J.1
Schólkopf, B.2
-
14
-
-
0037695279
-
-
Singapore: World Scientific
-
J. A. K. Suykens, T. Van Gestel, J. De Brabanter, B. De Moor, and J. Vandewalle, Least Squares Support Vector Machines. Singapore: World Scientific, 2002.
-
(2002)
Least Squares Support Vector Machines
-
-
Suykens, J.A.K.1
Van Gestel, T.2
De Brabanter, J.3
De Moor, B.4
Vandewalle, J.5
|