-
1
-
-
85027388762
-
Exploring large feature spaces with hierarchical multiple kernel learning
-
Bach, F. Exploring large feature spaces with hierarchical multiple kernel learning. In NIPS, 2008.
-
(2008)
NIPS
-
-
Bach, F.1
-
2
-
-
34250706855
-
On a theory of learning with similarity functions
-
Balean, M.-F. and Blum, A. On a theory of learning with similarity functions. In ICML, pp. 73-80, 2006.
-
(2006)
ICML
, pp. 73-80
-
-
Balean, M.-F.1
Blum, A.2
-
3
-
-
77956548520
-
Invited talk: Can learning kernels help performance?
-
Cortes, C. Invited talk: Can learning kernels help performance? In ICML 2009, pp. 161, 2009.
-
(2009)
ICML 2009
, pp. 161
-
-
Cortes, C.1
-
4
-
-
34249753618
-
Support-vector networks
-
Cortes, C. and Vapnik, Vladimir. Support-Vector Networks. Machine Learning, 20(3), 1995.
-
(1995)
Machine Learning
, vol.20
, Issue.3
-
-
Cortes, C.1
Vapnik, V.2
-
6
-
-
84858743760
-
Learning nonlinear combinations of kernels
-
Cortes, C., Mohri, A., and Rostamizadeh, A. Learning nonlinear combinations of kernels. In NIPS, 2009b.
-
(2009)
NIPS
-
-
Cortes, C.1
Mohri, A.2
Rostamizadeh, A.3
-
8
-
-
0041995195
-
On kernel-target alignment
-
Cristianini, N., Shawe-Taylor, J., Elisseeff, A., and Kandola, J. S. On kernel-target alignment. In NIPS, 2001.
-
(2001)
NIPS
-
-
Cristianini, N.1
Shawe-Taylor, J.2
Elisseeff, A.3
Kandola, J.S.4
-
9
-
-
0242596881
-
-
unpublish
-
Cristianini, N., Kandola, J. S., Elisseeff, A., and Shawe-Taylor, J. On kernel target alignment. www.support-vector.net/papers/alignment-JMLR.ps, unpublish., 2002.
-
(2002)
On Kernel Target Alignment
-
-
Cristianini, N.1
Kandola, J.S.2
Elisseeff, A.3
Shawe-Taylor, J.4
-
10
-
-
1942514135
-
On the extensions of kernel alignment
-
Univ. of London, UK
-
Kandola, J. S., Shawe-Taylor, J., and Cristianini, N. On the extensions of kernel alignment, tech. report 120, Dept. of Computer Science, Univ. of London, UK, 2002a.
-
(2002)
Tech. Report 120, Dept. of Computer Science
-
-
Kandola, J.S.1
Shawe-Taylor, J.2
Cristianini, N.3
-
11
-
-
1942417983
-
Optimizing kernel alignment over combinations of kernels
-
UK
-
Kandola, J. S., Shawe-Taylor, J., and Cristianini, N. Optimizing kernel alignment over combinations of kernels, tech. report 121, Univ. of London, UK, 2002b.
-
(2002)
Tech. Report 121, Univ. of London
-
-
Kandola, J.S.1
Shawe-Taylor, J.2
Cristianini, N.3
-
12
-
-
8844278523
-
Learning the kernel matrix with semidefinite programming
-
Lanckriet, G., Cristianini, N., Bartlett, P., Ghaoui, L. El, and Jordan, M. Learning the kernel matrix with semidefinite programming. JMLR, 5, 2004.
-
(2004)
JMLR
, pp. 5
-
-
Lanckriet, G.1
Cristianini, N.2
Bartlett, P.3
Ghaoui, L.E.4
Jordan, M.5
-
13
-
-
78650177454
-
Data centering in feature space
-
Meila, M. Data centering in feature space. AISTATS, 2003.
-
(2003)
AISTATS
-
-
Meila, M.1
-
14
-
-
23244434257
-
Learning the kernel function via regularization
-
Micchelli, C. and Pontil, M. Learning the kernel function via regularization. JMLR, 6, 2005.
-
(2005)
JMLR
, pp. 6
-
-
Micchelli, C.1
Pontil, M.2
-
15
-
-
21844468979
-
Learning the kernel with hyperkernels
-
Ong, C. S., Smola, A., and Williamson, R. Learning the kernel with hyperkernels. JMLR, 6, 2005.
-
(2005)
JMLR
, pp. 6
-
-
Ong, C.S.1
Smola, A.2
Williamson, R.3
-
16
-
-
51449115136
-
Optimizing kernel alignment by data translation in feature space
-
Pothin, J.-B. and Richard, C. Optimizing kernel alignment by data translation in feature space. In ICASSP, 2008.
-
(2008)
ICASSP
-
-
Pothin, J.-B.1
Richard, C.2
-
18
-
-
77956508938
-
Learning bounds for support vector machines with learned kernels
-
Srebro, N. and Ben-David, S. Learning bounds for support vector machines with learned kernels. In COLT, 2006.
-
(2006)
COLT
-
-
Srebro, N.1
Ben-David, S.2
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