vapnik
vapnik
Professor of Columbia, Fellow of NEC Labs America,
Verified email at nec-labs.com
TitleCited byYear
The Nature of Statistical Learning Theory
V Vapnik
Data mining and knowledge discovery, 1995
85367*1995
Support-vector networks
C Cortes, V Vapnik
Machine learning 20 (3), 273-297, 1995
394871995
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
115971992
Gene selection for cancer classification using support vector machines
I Guyon, J Weston, S Barnhill, V Vapnik
Machine learning 46 (1-3), 389-422, 2002
77332002
Estimation of dependences based on empirical data
V Vapnik
Springer Science & Business Media, 2006
46532006
On the uniform convergence of relative frequencies of events to their probabilities
VN Vapnik, AY Chervonenkis
Measures of complexity, 11-30, 2015
41102015
Support vector regression machines
H Drucker, CJC Burges, L Kaufman, AJ Smola, V Vapnik
Advances in neural information processing systems, 155-161, 1997
32191997
Support vector method for function approximation, regression estimation and signal processing
V Vapnik, SE Golowich, AJ Smola
Advances in neural information processing systems, 281-287, 1997
31561997
Choosing multiple parameters for support vector machines
O Chapelle, V Vapnik, O Bousquet, S Mukherjee
Machine learning 46 (1-3), 131-159, 2002
29742002
Support vector machines for histogram-based image classification
O Chapelle, P Haffner, VN Vapnik
IEEE transactions on Neural Networks 10 (5), 1055-1064, 1999
18421999
Support vector machines for spam categorization
H Drucker, D Wu, VN Vapnik
IEEE Transactions on Neural networks 10 (5), 1048-1054, 1999
18321999
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
16282011
Support vector clustering
A Ben-Hur, D Horn, HT Siegelmann, V Vapnik
Journal of machine learning research 2 (Dec), 125-137, 2001
15792001
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
14241997
Feature selection for SVMs
J Weston, S Mukherjee, O Chapelle, M Pontil, T Poggio, V Vapnik
Advances in neural information processing systems, 668-674, 2001
12832001
Pattern recognition using generalized portrait method
V Vapnik
Automation and remote control 24, 774-780, 1963
12681963
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
11161997
Theory of pattern recognition
V Vapnik, A Chervonenkis
Nauka, Moscow, 1974
10581974
Support vector machine
C Cortes, V Vapnik
Machine learning 20 (3), 273-297, 1995
8971995
Comparison of classifier methods: a case study in handwritten digit recognition
L Bottou, C Cortes, JS Denker, H Drucker, I Guyon, LD Jackel, Y LeCun, ...
Proceedings of the 12th IAPR International Conference on Pattern Recognition …, 1994
8361994
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