Search Results - "VAPNIK, V. N"

Complete Statistical Theory of Learning by Vapnik, V. N.

“…Existing mathematical model of learning requires using training data find in a given subset of admissible function the function that minimizes the expected…”
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Model complexity control for regression using VC generalization bounds by Cherkassky, V., Xuhui Shao, Mulier, F.M., Vapnik, V.N.

“…It is well known that for a given sample size there exists a model of optimal complexity corresponding to the smallest prediction (generalization) error…”
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An overview of statistical learning theory by Vapnik, V.N.

“…Statistical learning theory was introduced in the late 1960's. Until the 1990's it was a purely theoretical analysis of the problem of function estimation from…”
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Support vector machines for histogram-based image classification by Chapelle, O., Haffner, P., Vapnik, V.N.

“…Traditional classification approaches generalize poorly on image classification tasks, because of the high dimensionality of the feature space. This paper…”
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Support vector machines for spam categorization by Drucker, H., Donghui Wu, Vapnik, V.N.

“…We study the use of support vector machines (SVM) in classifying e-mail as spam or nonspam by comparing it to three other classification algorithms: Ripper,…”
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An overview of statistical learning theory : Vapnik-Chervonekis (VC) learning theory and its applications by VAPNIK, V. N

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Support vector machines for histogram-based image classification : Vapnik-Chervonekis (VC) learning theory and its applications by CHAPELLE, O, HAFFNER, P, VAPNIK, V. N

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Support vector machines for spam categorization : Vapnik-Chervonekis (VC) learning theory and its applications by DRUCKER, H, DONGHUI WU, VAPNIK, V. N

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Isolation of a group at risk for stomach cancer based on genetic and epidemiological study data by Al'tshuler, B A, Glazkova, T G, Koshcheev, V A, Vapnik, V N, Prytkov, A N

“…The predictive value of risk factors of stomach cancer was studied on the basis of the results of a complex genetico-epidemiologic survey conducted with a view…”
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Use of a computer in the differential diagnosis of the exophytic form of cancer and benign tumors of the esophagus by Danilenko, S I, Chernousov, A F, Tikhonova, L P, Stranadko, E F, Vapnik, V N

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Use of mathematical methods and computers for diagnosis of primary rheumocarditis in children by Kuz'mina, N N, Glazkova, T G, Gurariĭ, K N, Vapnik, V N, Artamonova, N P

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