DOI: 10.1109/72.788640. An overview of statistical learning theory

An overview of statistical learning theory

10.1109/72.788640

Crossref journal-article

Institute of Electrical and Electronics Engineers (IEEE)

IEEE Transactions on Neural Networks (263)

Bibliography

Vapnik, V. N. (1999). An overview of statistical learning theory. IEEE Transactions on Neural Networks, 10(5), 988â999.

Authors 1

V.N. Vapnik (first)

References 30 Referenced 4,671

{'key': 'ref30', 'article-title': 'entropy number, operators, and support vector kernels', 'author': 'williamson', 'year': '1999', 'journal-title': 'Advances in Kernel Methods&#x2014 Support Vector Learning'} / Advances in Kernel Methods&#x2014 Support Vector Learning / entropy number, operators, and support vector kernels by williamson (1999)
10.1162/089976698300017269
10.1162/neco.1995.7.2.219
10.1007/978-3-642-82657-3_24
{'key': 'ref13', 'first-page': '248', 'author': 'minsky', 'year': '1969', 'journal-title': 'Perceptrons'} / Perceptrons by minsky (1969)
{'key': 'ref14', 'article-title': 'on the annealed vc entropy for margin classifiers: a statistical mechanics study', 'author': 'opper', 'year': '1999', 'journal-title': 'Advances in Kernel Methods&#x2014 Support Vector Learning'} / Advances in Kernel Methods&#x2014 Support Vector Learning / on the annealed vc entropy for margin classifiers: a statistical mechanics study by opper (1999)
{'key': 'ref15', 'first-page': '318', 'article-title': 'learning internal representations by error propagation', 'volume': 'i', 'author': 'rumelhart', 'year': '1986', 'journal-title': 'Parallel Distributed Processing Explorations in Macrostructure of Cognition'} / Parallel Distributed Processing Explorations in Macrostructure of Cognition / learning internal representations by error propagation by rumelhart (1986)
10.1109/18.705570
10.1162/089976698300017467
10.1016/S0893-6080(98)00032-X
10.1007/BF02214655
{'key': 'ref28', 'author': 'vidyasagar', 'year': '1997', 'journal-title': 'A Theory of Learning and Generalization'} / A Theory of Learning and Generalization by vidyasagar (1997)
10.1145/76359.76371
{'key': 'ref27', 'first-page': '217', 'article-title': 'the necessary and sufficient conditions for consistency of the method of empirical risk minimization', 'volume': '2', 'author': 'vapnik', 'year': '1991', 'journal-title': 'Yearbook of the Academy of Sciences of the USSR on Recognition Classification and Forecasting'} / Yearbook of the Academy of Sciences of the USSR on Recognition Classification and Forecasting / the necessary and sufficient conditions for consistency of the method of empirical risk minimization by vapnik (1991)
{'key': 'ref3', 'article-title': 'generalization performance on support vector machines and other pattern classifiers', 'author': 'bartlett', 'year': '1999', 'journal-title': 'Advances in Kernel Methods&#x2014 Support Vector Learning'} / Advances in Kernel Methods&#x2014 Support Vector Learning / generalization performance on support vector machines and other pattern classifiers by bartlett (1999)
{'key': 'ref6', 'first-page': '71', 'article-title': 'simplified support vector decision rule', 'author': 'burges', 'year': '1996', 'journal-title': 'Proc 13th Int Conf Machine Learning'} / Proc 13th Int Conf Machine Learning / simplified support vector decision rule by burges (1996)
10.1145/130385.130401
10.1137/1.9781611970128
10.1007/BF00994018
{'key': 'ref7', 'article-title': 'geometry and invariance in kernel-based methods', 'author': 'burges', 'year': '1999', 'journal-title': 'Advances in Kernel Methods&#x2014 Support Vector Learning'} / Advances in Kernel Methods&#x2014 Support Vector Learning / geometry and invariance in kernel-based methods by burges (1999)
10.1006/jcss.1996.0033
10.1145/263867.263927
10.1007/978-1-4612-0711-5 / A Probability Theory of Pattern Recognition by devroye (1996)
{'key': 'ref20', 'first-page': '448', 'author': 'vapnik', 'year': '1979', 'journal-title': 'Estimation of Dependencies Based on Empirical Data'} / Estimation of Dependencies Based on Empirical Data by vapnik (1979)
{'key': 'ref22', 'first-page': '736', 'author': 'vapnik', 'year': '1998', 'journal-title': 'Statistical Learning Theory'} / Statistical Learning Theory by vapnik (1998)
10.1007/978-1-4757-2440-0
10.1137/1116025
{'key': 'ref23', 'first-page': '181', 'author': 'vapnik', 'year': '1968', 'journal-title': 'On the uniform convergence of relative frequencies of events to their probabilities'} / On the uniform convergence of relative frequencies of events to their probabilities by vapnik (1968)
10.1137/1126059
{'key': 'ref25', 'first-page': '353', 'article-title': '<emph>theory of pattern recognition</emph>. moscow, russia: nauka, 1974 (in russian). german translation: w. n. wapnik and a. ja. chervonenkis', 'author': 'vapnik', 'year': '1979', 'journal-title': 'Theorie der Zeichenerkennung'} / Theorie der Zeichenerkennung / <emph>theory of pattern recognition</emph>. moscow, russia: nauka, 1974 (in russian). german translation: w. n. wapnik and a. ja. chervonenkis by vapnik (1979)

Dates

Type	When
Created	23 years ago (Aug. 24, 2002, 3:16 p.m.)
Deposited	3 years, 9 months ago (Nov. 29, 2021, 3:13 p.m.)
Indexed	16 minutes ago (Aug. 31, 2025, 5:09 p.m.)
Issued	26 years, 7 months ago (Jan. 1, 1999)
Published	26 years, 7 months ago (Jan. 1, 1999)
Published Print	26 years, 7 months ago (Jan. 1, 1999)

Funders 0

None

BibTeX

@article{Vapnik_1999, title={An overview of statistical learning theory}, volume={10}, ISSN={1045-9227}, url={http://dx.doi.org/10.1109/72.788640}, DOI={10.1109/72.788640}, number={5}, journal={IEEE Transactions on Neural Networks}, publisher={Institute of Electrical and Electronics Engineers (IEEE)}, author={Vapnik, V.N.}, year={1999}, pages={988–999} }

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