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vapnik
vapnik
Professor of Columbia, Fellow of NEC Labs America,
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The Nature of Statistical Learning Theory
V Vapnik
Data mining and knowledge discovery, 1995
74282*1995
Support-vector networks
C Cortes, V Vapnik
Machine learning 20, 273-297, 1995
665051995
Statistical learning theory
VN Vapnik, V Vapnik
wiley 1 (1735), 1780, 1998
428821998
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory ¡¦, 1992
171671992
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
164101989
Gene selection for cancer classification using support vector machines
I Guyon, J Weston, S Barnhill, V Vapnik
Machine learning 46, 389-422, 2002
116422002
Support vector regression machines
H Drucker, CJ Burges, L Kaufman, A Smola, V Vapnik
Advances in neural information processing systems 9, 1996
65451996
Estimation of dependences based on empirical data
V Vapnik
Springer Science & Business Media, 2006
56912006
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
53582015
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
44901996
Choosing multiple parameters for support vector machines
O Chapelle, V Vapnik, O Bousquet, S Mukherjee
Machine learning 46, 131-159, 2002
33692002
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, 255-287, 2015
28632015
Support vector machines for histogram-based image classification
O Chapelle, P Haffner, VN Vapnik
IEEE transactions on Neural Networks 10 (5), 1055-1064, 1999
22791999
Support vector machines for spam categorization
H Drucker, D Wu, VN Vapnik
IEEE Transactions on Neural networks 10 (5), 1048-1054, 1999
21521999
Support vector clustering
A Ben-Hur, D Horn, HT Siegelmann, V Vapnik
Journal of machine learning research 2 (Dec), 125-137, 2001
21092001
Pattern recognition using generalized portrait method
VN Vapnik
Automation and remote control 24 (6), 774-780, 1963
19141963
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
18521997
Feature selection for SVMs
J Weston, S Mukherjee, O Chapelle, M Pontil, T Poggio, V Vapnik
Advances in neural information processing systems 13, 2000
15502000
Support vector machine
C Cortes, V Vapnik
Machine learning 20 (3), 273-297, 1995
15291995
Theory of pattern recognition
V Vapnik, A Chervonenkis
Nauka, Moscow, 1974
14201974
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