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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
100550*1995
Support-vector networks
C Cortes, V Vapnik
Machine learning 20, 273-297, 1995
578261995
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
155701992
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
134011989
Gene selection for cancer classification using support vector machines
I Guyon, J Weston, S Barnhill, V Vapnik
Machine learning 46, 389-422, 2002
105062002
Support vector regression machines
H Drucker, CJ Burges, L Kaufman, A Smola, V Vapnik
Advances in neural information processing systems 9, 1996
55241996
Estimation of dependences based on empirical data
V Vapnik
Springer Science & Business Media, 2006
52752006
On the uniform convergence of relative frequencies of events to their probabilities
VN Vapnik, AY Chervonenkis
Measures of complexity: festschrift for alexey chervonenkis, 11-30, 2015
49762015
Support vector method for function approximation, regression estimation and signal processing
V Vapnik, S Golowich, A Smola
Advances in neural information processing systems 9, 1996
41171996
Choosing multiple parameters for support vector machines
O Chapelle, V Vapnik, O Bousquet, S Mukherjee
Machine learning 46, 131-159, 2002
33472002
Keel data-mining software tool: Data set repository, integration of algorithms and experimental analysis framework
J Derrac, S Garcia, L Sanchez, F Herrera
J. Mult. Valued Logic Soft Comput 17, 2015
25382015
Support vector machines for histogram-based image classification
O Chapelle, P Haffner, VN Vapnik
IEEE transactions on Neural Networks 10 (5), 1055-1064, 1999
21591999
Support vector machines for spam categorization
H Drucker, D Wu, VN Vapnik
IEEE Transactions on Neural networks 10 (5), 1048-1054, 1999
20711999
Support vector clustering
A Ben-Hur, D Horn, HT Siegelmann, V Vapnik
Journal of machine learning research 2 (Dec), 125-137, 2001
19712001
Pattern recognition using generalized portrait method
V Vapnik
Automation and remote control 24, 774-780, 1963
17461963
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
17291997
Feature selection for SVMs
J Weston, S Mukherjee, O Chapelle, M Pontil, T Poggio, V Vapnik
Advances in neural information processing systems 13, 2000
15082000
The nature of statistical learning
VN Vapnik
Theory, 1995
1492*1995
Support vector machine
C Cortes, V Vapnik
Machine learning 20 (3), 273-297, 1995
13241995
Predicting time series with support vector machines
KR Müller, AJ Smola, G Rätsch, B Schölkopf, J Kohlmorgen, V Vapnik
Artificial Neural Networks—ICANN'97: 7th International Conference Lausanne …, 2005
13102005
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