vapnik
vapnik
Professor of Columbia, Fellow of NEC Labs America,
Verifierad e-postadress på nec-labs.com
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The Nature of Statistical Learning Theory
V Vapnik
Data mining and knowledge discovery, 1995
95235*1995
Support-vector networks
C Cortes, V Vapnik
Machine learning 20 (3), 273-297, 1995
497681995
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
137121992
Backpropagation applied to handwritten zip code recognition
Y LeCun, B Boser, JS Denker, D Henderson, RE Howard, W Hubbard, ...
Neural computation 1 (4), 541-551, 1989
93381989
Gene selection for cancer classification using support vector machines
I Guyon, J Weston, S Barnhill, V Vapnik
Machine learning 46 (1), 389-422, 2002
92682002
Estimation of dependences based on empirical data
V Vapnik
Springer Science & Business Media, 2006
51092006
On the uniform convergence of relative frequencies of events to their probabilities
VN Vapnik, AY Chervonenkis
Measures of complexity, 11-30, 2015
48282015
Support vector regression machines
H Drucker, CJC Burges, L Kaufman, A Smola, V Vapnik
Advances in neural information processing systems 9, 155-161, 1997
44821997
Support vector method for function approximation, regression estimation, and signal processing
V Vapnik, SE Golowich, A Smola
Advances in neural information processing systems, 281-287, 1997
36971997
Choosing multiple parameters for support vector machines
O Chapelle, V Vapnik, O Bousquet, S Mukherjee
Machine learning 46 (1), 131-159, 2002
32422002
Keel data-mining software tool: data set repository, integration of algorithms and experimental analysis framework.
J Alcalá-Fdez, A Fernández, J Luengo, J Derrac, S García, L Sánchez, ...
Journal of Multiple-Valued Logic & Soft Computing 17, 2011
21102011
Support vector machines for histogram-based image classification
O Chapelle, P Haffner, VN Vapnik
IEEE transactions on Neural Networks 10 (5), 1055-1064, 1999
20381999
Support vector machines for spam categorization
H Drucker, D Wu, VN Vapnik
IEEE Transactions on Neural networks 10 (5), 1048-1054, 1999
19831999
Support vector clustering
A Ben-Hur, D Horn, HT Siegelmann, V Vapnik
Journal of machine learning research 2 (Dec), 125-137, 2001
18212001
Comparing support vector machines with Gaussian kernels to radial basis function classifiers
B Scholkopf, KK Sung, CJC Burges, F Girosi, P Niyogi, T Poggio, ...
IEEE transactions on Signal Processing 45 (11), 2758-2765, 1997
16201997
Pattern recognition using generalized portrait method
V Vapnik
Automation and remote control 24, 774-780, 1963
15351963
Feature selection for SVMs
J Weston, S Mukherjee, O Chapelle, M Pontil, T Poggio, V Vapnik
Neural Information Processing Systems Foundation, 2000
14262000
Predicting time series with support vector machines
KR Müller, AJ Smola, G Rätsch, B Schölkopf, J Kohlmorgen, V Vapnik
International Conference on Artificial Neural Networks, 999-1004, 1997
12521997
Theory of pattern recognition
V Vapnik, A Chervonenkis
Nauka, Moscow, 1974
12261974
Support vector machine
C Cortes, V Vapnik
Machine learning 20 (3), 273-297, 1995
11421995
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Artiklar 1–20