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vapnik
vapnik
Professor of Columbia, Fellow of NEC Labs America,
E-mail confirmado em nec-labs.com
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The Nature of Statistical Learning Theory
V Vapnik
Data mining and knowledge discovery, 1995
76415*1995
Support Vector networks
C Cortes
Machine Learning, 1995
709461995
Statistical learning theory
V Vapnik
John Wiley & Sons google schola 2, 831-842, 1998
435251998
A training algorithm for optimal margin classifiers
BE Boser, IM Guyon, VN Vapnik
Proceedings of the fifth annual workshop on Computational learning theory …, 1992
179341992
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
178101989
Gene selection for cancer classification using support vector machines
I Guyon, J Weston, S Barnhill, V Vapnik
Machine learning 46, 389-422, 2002
121762002
Support vector regression machines
H Drucker, CJ Burges, L Kaufman, A Smola, V Vapnik
Advances in neural information processing systems 9, 1996
70581996
Estimation of dependences based on empirical data
V Vapnik
Springer Science & Business Media, 2006
58522006
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
55882015
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
46161996
Choosing multiple parameters for support vector machines
O Chapelle, V Vapnik, O Bousquet, S Mukherjee
Machine learning 46, 131-159, 2002
35142002
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
29552015
Support vector machines for histogram-based image classification
O Chapelle, P Haffner, VN Vapnik
IEEE transactions on Neural Networks 10 (5), 1055-1064, 1999
23381999
Support vector machines for spam categorization
H Drucker, D Wu, VN Vapnik
IEEE Transactions on Neural networks 10 (5), 1048-1054, 1999
22081999
Support vector clustering
A Ben-Hur, D Horn, HT Siegelmann, V Vapnik
Journal of machine learning research 2 (Dec), 125-137, 2001
21762001
Pattern recognition using generalized portrait method
VN Vapnik
Automation and remote control 24 (6), 774-780, 1963
19921963
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
19021997
Support vector machine
C Cortes, V Vapnik
Machine learning 20 (3), 273-297, 1995
15771995
Feature selection for SVMs
J Weston, S Mukherjee, O Chapelle, M Pontil, T Poggio, V Vapnik
Advances in neural information processing systems 13, 2000
15702000
Principles of risk minimization for learning theory
V Vapnik
Advances in neural information processing systems 4, 1991
14661991
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Artigos 1–20