-
1
-
-
48149100965
-
Scalable, efficient, stepwiseoptimal feature elimination in support vector machines
-
Y. Aksu, G. Kesidis, and D. J. Miller, "Scalable, efficient, stepwiseoptimal feature elimination in support vector machines," in Proc. IEEE Workshop Mach. Learn. Signal Process., 2007, pp. 75-80.
-
(2007)
Proc. IEEE Workshop Mach. Learn. Signal Process.
, pp. 75-80
-
-
Aksu, Y.1
Kesidis, G.2
Miller, D.J.3
-
2
-
-
77951938272
-
Margin-based feature selection techniques for support vector machine classification
-
Y. Aksu, D. J. Miller, and G. Kesidis, "Margin-based feature selection techniques for support vector machine classification," in Proc. IAPR Workshop Cogn. Inf. Process., 2008, pp. 176-181.
-
(2008)
Proc. IAPR Workshop Cogn. Inf. Process.
, pp. 176-181
-
-
Aksu, Y.1
Miller, D.J.2
Kesidis, G.3
-
3
-
-
34547971383
-
Direct convex relaxations of sparse SVM
-
DOI 10.1145/1273496.1273515, Proceedings, Twenty-Fourth International Conference on Machine Learning, ICML 2007
-
A. B. Chan, N. Vasconcelos, and G. R. Lanckriet, "Direct convex relaxations of sparse SVM," in Proc. Int. Conf. Mach. Learn., 2007, pp. 145-153. (Pubitemid 47275060)
-
(2007)
ACM International Conference Proceeding Series
, vol.227
, pp. 145-153
-
-
Chan, A.B.1
Vasconcelos, N.2
Lanckriet, G.R.G.3
-
5
-
-
84918441630
-
Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition
-
Jun.
-
T. M. Cover, "Geometrical and statistical properties of systems of linear inequalities with applications in pattern recognition," IEEE Trans. Electron. Comput., vol.EC-14, no.3, pp. 326-334, Jun. 1965.
-
(1965)
IEEE Trans. Electron. Comput.
, vol.EC-14
, Issue.3
, pp. 326-334
-
-
Cover, T.M.1
-
8
-
-
85105809948
-
Inductive learning algorithms and representations for text categorization
-
S. Dumais, J. Platt, D. Heckerman, and M. Sahami, "Inductive learning algorithms and representations for text categorization," in Proc. Conf. Inf. Knowl. Manage., 1998, pp. 148-155.
-
(1998)
Proc. Conf. Inf. Knowl. Manage.
, pp. 148-155
-
-
Dumais, S.1
Platt, J.2
Heckerman, D.3
Sahami, M.4
-
9
-
-
3543109140
-
A feature selection Newton method for support vector machine classification
-
Jul.
-
G. Fung and O. L. Mangasarian, "A feature selection Newton method for support vector machine classification," Comput. Optim. Appl., vol.28, no.2, pp. 185-202, Jul. 2004.
-
(2004)
Comput. Optim. Appl.
, vol.28
, Issue.2
, pp. 185-202
-
-
Fung, G.1
Mangasarian, O.L.2
-
10
-
-
21244486307
-
Multicategory proximal support vector machine classifiers
-
G. Fung and O. L. Mangasarian, "Multicategory proximal support vector machine classifiers," Mach. Learn., vol.59, pp. 77-97, 2005.
-
(2005)
Mach. Learn.
, vol.59
, pp. 77-97
-
-
Fung, G.1
Mangasarian, O.L.2
-
11
-
-
0033636139
-
Support vector machine classification and validation of cancer tissue samples using microarray expression data
-
T. Furey, N. Cristianini, N. Duffy, D. W. Bednarski, M. Schummer, and D. Haussler, "Support vector machine classification and validation of cancer tissue samples using microarray expression data," Bioinformatics, vol.16, no.10, pp. 906-914, 2000.
-
(2000)
Bioinformatics
, vol.16
, Issue.10
, pp. 906-914
-
-
Furey, T.1
Cristianini, N.2
Duffy, N.3
Bednarski, D.W.4
Schummer, M.5
Haussler, D.6
-
12
-
-
0036161259
-
Gene selection for cancer classification using support vector machines
-
I. Guyon, J. Weston, S. Barnhill, and V. Vapnik, "Gene selection for cancer classification using support vector machines," Mach. Learn., vol.46, no.1, pp. 389-422, 2002.
-
(2002)
Mach. Learn.
, vol.46
, Issue.1
, pp. 389-422
-
-
Guyon, I.1
Weston, J.2
Barnhill, S.3
Vapnik, V.4
-
13
-
-
33745561205
-
An introduction to variable and feature selection
-
I. Guyon and A. Elisseeff, "An introduction to variable and feature selection," J. Mach. Learn. Res., vol.3, pp. 1157-1182, 2003.
-
(2003)
J. Mach. Learn. Res.
, vol.3
, pp. 1157-1182
-
-
Guyon, I.1
Elisseeff, A.2
-
16
-
-
21844461582
-
A modified finite Newton method for fast solution of large scale linear SVMs
-
S. S. Keerthi and D. DeCoste, "A modified finite Newton method for fast solution of large scale linear SVMs," J. Mach. Learn. Res., vol.6, pp. 341-361, 2005.
-
(2005)
J. Mach. Learn. Res.
, vol.6
, pp. 341-361
-
-
Keerthi, S.S.1
Decoste, D.2
-
17
-
-
33745944479
-
Feature subset selection for support vector machines using confident margin
-
M. Kugler, K. Aoki, S. Kuroyanagi, A. Iwata, and A. S. Nugroho, "Feature subset selection for support vector machines using confident margin," Proc. Int. Joint. Conf. Neural Netw., pp. 907-912, 2005.
-
(2005)
Proc. Int. Joint. Conf. Neural Netw.
, pp. 907-912
-
-
Kugler, M.1
Aoki, K.2
Kuroyanagi, S.3
Iwata, A.4
Nugroho, A.S.5
-
18
-
-
33745801137
-
Exact 1-norm support vector machines via unconstrained convex differentiable minimization
-
O. L. Mangasarian, "Exact 1-norm support vector machines via unconstrained convex differentiable minimization," J. Mach. Learn. Res., vol.7, pp. 1517-1530, 2006.
-
(2006)
J. Mach. Learn. Res.
, vol.7
, pp. 1517-1530
-
-
Mangasarian, O.L.1
-
19
-
-
8644274789
-
Feature selection using linear classifier weights: Interaction with classification models
-
D. Mladenic, J. Brank, M. Grobelnik, and N. Milic-Frayling, "Feature selection using linear classifier weights: Interaction with classification models," in Proc. ACM SIGIR Conf. R&D Inf. Retrieval, 2004, pp. 234-241.
-
(2004)
Proc. ACM SIGIR Conf. R&D Inf. Retrieval
, pp. 234-241
-
-
Mladenic, D.1
Brank, J.2
Grobelnik, M.3
Milic-Frayling, N.4
-
20
-
-
24344458137
-
Feature selection based on mutual information: Criteria of max-dependency, max-relevance, and min-redundancy
-
Aug.
-
H. Peng, F. Long, and C. Ding, "Feature selection based on mutual information: Criteria of max-dependency, max-relevance, and min-redundancy, " IEEE Trans. Pattern Anal. Mach. Intell., vol.27, no.8, pp. 1226-1238, Aug. 2005.
-
(2005)
IEEE Trans. Pattern Anal. Mach. Intell.
, vol.27
, Issue.8
, pp. 1226-1238
-
-
Peng, H.1
Long, F.2
Ding, C.3
-
21
-
-
0347201147
-
Multiclass cancer diagnosis using tumor gene expression signatures
-
Dec.
-
S. Ramaswamy, P. Tamayo, R. Rifkin, S. Mukherjee, C.-H. Yeang, M. Angelo, C Ladd, M. Reich, E. Latulippe, J. P. Mesirov, T. Poggio, W. Gerald, M. Loda, E. S. Lander, and T. R. Golub, "Multiclass cancer diagnosis using tumor gene expression signatures," Proc. Nat. Acad. Sci. USA, vol.98, no.26, pp. 15149-15154, Dec. 2001.
-
(2001)
Proc. Nat. Acad. Sci. USA
, vol.98
, Issue.26
, pp. 15149-15154
-
-
Ramaswamy, S.1
Tamayo, P.2
Rifkin, R.3
Mukherjee, S.4
Yeang, C.-H.5
Angelo, M.6
Ladd, C.7
Reich, M.8
Latulippe, E.9
Mesirov, J.P.10
Poggio, T.11
Gerald, W.12
Loda, M.13
Lander, E.S.14
Golub, T.R.15
-
23
-
-
0036880516
-
HAMMER: Hierarchical attribute matching mechanism for elastic registration
-
Nov.
-
D. Shen and C. Davatzikos, "HAMMER: Hierarchical attribute matching mechanism for elastic registration," IEEE Trans. Med. Imag., vol.21, no.11, pp. 1421-1439, Nov. 2002.
-
(2002)
IEEE Trans. Med. Imag.
, vol.21
, Issue.11
, pp. 1421-1439
-
-
Shen, D.1
Davatzikos, C.2
-
24
-
-
0001287271
-
Regression shrinkage and selection via the lasso
-
R. Tibshirani, "Regression shrinkage and selection via the lasso," J. R. Stat. Soc. B (Methodological), vol.58, no.1, pp. 267-288, 1996.
-
(1996)
J. R. Stat. Soc. B (Methodological)
, vol.58
, Issue.1
, pp. 267-288
-
-
Tibshirani, R.1
-
25
-
-
0018491795
-
A problem of dimensionality: A simple example
-
Jul.
-
G. V. Trunk, "A problem of dimensionality: A simple example," IEEE Trans. Pattern Anal. Mach. Intell., vol.1, no.PAMI-3, pp. 306-307, Jul. 1979.
-
(1979)
IEEE Trans. Pattern Anal. Mach. Intell.
, vol.1
, Issue.PAMI-3
, pp. 306-307
-
-
Trunk, G.V.1
-
26
-
-
84898948710
-
Feature selection for SVMs
-
Cambridge, MA: MIT Press
-
J. Weston, S. Mukherjee, O. Chapelle, M. Pontil, T. Poggio, and V. Vapnik, "Feature selection for SVMs," in Neural Information Processing Systems 13. Cambridge, MA: MIT Press, 2001.
-
(2001)
Neural Information Processing Systems
, vol.13
-
-
Weston, J.1
Mukherjee, S.2
Chapelle, O.3
Pontil, M.4
Poggio, T.5
Vapnik, V.6
-
27
-
-
84890520049
-
Use of the zero norm with linear models and kernel methods
-
Mar.
-
J.Weston, A. Elisseeff, B. Scho&Die;lkopf, and M. Tipping, "Use of the zero norm with linear models and kernel methods," J. Mach. Learn. Res., vol.3, pp. 1439-1461, Mar. 2003.
-
(2003)
J. Mach. Learn. Res.
, vol.3
, pp. 1439-1461
-
-
Weston, J.1
Elisseeff, A.2
Schodie3
lkopf, B.4
Tipping, M.5
-
28
-
-
24644515558
-
1-norm support vector machines
-
Cambridge, MA: MIT Press
-
J. Zhu, S. Rosset, T. Hastie, and R. Tibshirani, "1-norm support vector machines," in Neural Information Processing Systems. Cambridge, MA: MIT Press, 2003.
-
(2003)
Neural Information Processing Systems
-
-
Zhu, J.1
Rosset, S.2
Hastie, T.3
Tibshirani, R.4
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