vapnik
vapnik
Professor of Columbia, Fellow of NEC Labs America,
Verified email at nec-labs.com
Title
Cited by
Cited by
Year
The Nature of Statistical Learning Theory
V Vapnik
Data mining and knowledge discovery, 1995
96803*1995
Support-vector networks
C Cortes, V Vapnik
Machine learning 20 (3), 273-297, 1995
520401995
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
141981992
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
101471989
Gene selection for cancer classification using support vector machines
I Guyon, J Weston, S Barnhill, V Vapnik
Machine learning 46 (1), 389-422, 2002
96032002
Estimation of dependences based on empirical data
V Vapnik
Springer Science & Business Media, 2006
52102006
On the uniform convergence of relative frequencies of events to their probabilities
VN Vapnik, AY Chervonenkis
Measures of complexity, 11-30, 2015
49652015
Support vector regression machines
H Drucker, CJC Burges, L Kaufman, A Smola, V Vapnik
Advances in neural information processing systems 9, 155-161, 1997
47771997
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
38061997
Choosing multiple parameters for support vector machines
O Chapelle, V Vapnik, O Bousquet, S Mukherjee
Machine learning 46 (1), 131-159, 2002
32762002
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
22202011
Support vector machines for histogram-based image classification
O Chapelle, P Haffner, VN Vapnik
IEEE transactions on Neural Networks 10 (5), 1055-1064, 1999
20781999
Support vector machines for spam categorization
H Drucker, D Wu, VN Vapnik
IEEE Transactions on Neural networks 10 (5), 1048-1054, 1999
20101999
Support vector clustering
A Ben-Hur, D Horn, HT Siegelmann, V Vapnik
Journal of machine learning research 2 (Dec), 125-137, 2001
18572001
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
16611997
Pattern recognition using generalized portrait method
V Vapnik
Automation and remote control 24, 774-780, 1963
15951963
Feature selection for SVMs
J Weston, S Mukherjee, O Chapelle, M Pontil, T Poggio, V Vapnik
Neural Information Processing Systems Foundation, 2000
14422000
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
12721997
Theory of pattern recognition
V Vapnik, A Chervonenkis
Nauka, Moscow, 1974
12481974
Support vector machine
C Cortes, V Vapnik
Machine learning 20 (3), 273-297, 1995
11911995
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Articles 1–20