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
81907*1995
Support-vector networks
C Cortes, V Vapnik
Machine learning 20 (3), 273-297, 1995
352551995
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
107231992
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
71792002
Estimation of dependences based on empirical data
V Vapnik
Springer Science & Business Media, 2006
45292006
On the uniform convergence of relative frequencies of events to their probabilities
VN Vapnik, AY Chervonenkis
Measures of complexity, 11-30, 2015
40342015
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
29721997
Support vector regression machines
H Drucker, CJC Burges, L Kaufman, AJ Smola, V Vapnik
Advances in neural information processing systems, 155-161, 1997
28631997
Choosing multiple parameters for support vector machines
O Chapelle, V Vapnik, O Bousquet, S Mukherjee
Machine learning 46 (1-3), 131-159, 2002
28612002
Support vector machines for histogram-based image classification
O Chapelle, P Haffner, VN Vapnik
IEEE transactions on Neural Networks 10 (5), 1055-1064, 1999
17641999
Support vector machines for spam categorization
H Drucker, D Wu, VN Vapnik
IEEE Transactions on Neural networks 10 (5), 1048-1054, 1999
17501999
Support vector clustering
A Ben-Hur, D Horn, HT Siegelmann, V Vapnik
Journal of machine learning research 2 (Dec), 125-137, 2001
14662001
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
14652011
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
13461997
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
12322001
Pattern recognition using generalized portrait method
V Vapnik
Automation and remote control 24, 774-780, 1963
11541963
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
10611997
Theory of pattern recognition
V Vapnik, A Chervonenkis
Nauka, Moscow, 1974
9831974
Support vector machine
C Cortes, V Vapnik
Machine learning 20 (3), 273-297, 1995
7911995
Extracting support data for a given task
PB Schiilkop, C Burgest, V Vapnik
Proceedings of the 1st international conference on knowledge discovery …, 1995
7771995
The system can't perform the operation now. Try again later.
Articles 1–20