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vapnik
vapnik
Professor of Columbia, Fellow of NEC Labs America,
Bestätigte E-Mail-Adresse bei nec-labs.com
Titel
Zitiert von
Zitiert von
Jahr
The Nature of Statistical Learning Theory
V Vapnik
Data mining and knowledge discovery, 1995
100102*1995
Support-vector networks
C Cortes, V Vapnik
Machine learning 20 (3), 273-297, 1995
571021995
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
154161992
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
121791989
Gene selection for cancer classification using support vector machines
I Guyon, J Weston, S Barnhill, V Vapnik
Machine learning 46 (1), 389-422, 2002
103582002
Support vector regression machines
H Drucker, CJ Burges, L Kaufman, A Smola, V Vapnik
Advances in neural information processing systems 9, 1996
54231996
Estimation of dependences based on empirical data
V Vapnik
Springer Science & Business Media, 2006
53552006
On the uniform convergence of relative frequencies of events to their probabilities
VN Vapnik, AY Chervonenkis
Measures of complexity, 11-30, 2015
52692015
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
41001996
Choosing multiple parameters for support vector machines
O Chapelle, V Vapnik, O Bousquet, S Mukherjee
Machine learning 46 (1), 131-159, 2002
33262002
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
24792015
Support vector machines for histogram-based image classification
O Chapelle, P Haffner, VN Vapnik
IEEE transactions on Neural Networks 10 (5), 1055-1064, 1999
21471999
Support vector machines for spam categorization
H Drucker, D Wu, VN Vapnik
IEEE Transactions on Neural networks 10 (5), 1048-1054, 1999
20641999
Support vector clustering
A Ben-Hur, D Horn, HT Siegelmann, V Vapnik
Journal of machine learning research 2 (Dec), 125-137, 2001
19512001
Pattern recognition using generalized portrait method
V Vapnik
Automation and remote control 24, 774-780, 1963
17411963
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
16841997
Feature selection for SVMs
J Weston, S Mukherjee, O Chapelle, M Pontil, T Poggio, V Vapnik
Advances in neural information processing systems 13, 2000
14942000
The nature of statistical learning
VN Vapnik
Theory, 1995
14501995
Theory of pattern recognition
V Vapnik, A Chervonenkis
Nauka, Moscow, 1974
13171974
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
13081997
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