Vapnik, Vladimir Naumovich
Most widely held works by Vladimir Naumovich Vapnik
Statistical learning theory by Vladimir Naumovich Vapnik ( Book )
9 editions published between 1998 and 2004 in English and Chinese and held by 893 libraries worldwide
Introduction: The Problem of Induction and Statistical Inference. Two Approaches to the Learning Problem. Appendix to Chapter1: Methods for Solving III-Posed Problems. Estimation of the Probability Measure and Problem of Learning. Conditions for Consistency of Empirical Risk Minimization Principle. Bounds on the Risk for Indicator Loss Functions. Appendix to Chapter 4: Lower Bounds on the Risk of the ERM Principle. Bounds on the Risk for Real-Valued Loss Functions. The Structural Risk Minimization Principle. Appendix to Chapter 6: Estimating Functions on the Basis of Indirect Measurements. Stochastic III-Posed Problems. Estimating the Values of Function at Given Points. Perceptrons and Their Generalizations. The Support Vector Method for Estimating Indicator Functions. The Support Vector Method for Estimating Real-Valued Functions. SV Machines for Pattern Recognition. SV Machines for Function Approximations, Regression Estimation, and Signal Processing. Necessary and Sufficient Conditions for Uniform Convergence of Frequencies to Their Probabilities. Necessary and Sufficient Conditions for Uniform Convergence of Means to Their Expectations. Necessary and Sufficient Conditions for Uniform One-Sided Convergence of Means to Their Expectations.
Estimation of dependences based on empirical data by Vladimir Naumovich Vapnik ( Book )
28 editions published between 1979 and 2006 in 4 languages and held by 538 libraries worldwide
Provides the classical foundation of Statistical Learning Theory. Divided into two parts, this book covers a spectrum of ideas related to the essence of intelligence: from the rigorous statistical foundation of learning models to broad philosophical imperatives for generalization. It is intended for statisticians, mathematicians, and others.
The nature of statistical learning theory by Vladimir Naumovich Vapnik ( Book )
20 editions published between 1995 and 2008 in 3 languages and held by 442 libraries worldwide
Four periods in the research of the learning problem. Setting of the learning problem. Informal reasoning and comments. Consistency of learning processes. Bounds on the rate of convergence of learning processes. Controrlling the generalization ability of learning processes. Methods of pattern recognition. Methods of function estimation. Direct methods in statistical learning theory. The vicinal risk minimization principle and the SVMs. Conclusion: what is important in learning theory.
Theorie der Zeichenerkennung by Vladimir Naumovich Vapnik ( Book )
10 editions published between 1971 and 1979 in 4 languages and held by 59 libraries worldwide
Algoritmy i programmy vosstanovlenii︠a︡ zavisimosteĭ ( Book )
1 edition published in 1984 in Russian and held by 10 libraries worldwide
Algoritmy obuchenii︠a︡ raspoznavanii︠u︡ obrazov ( Book )
2 editions published between 1973 and 1979 in German and Russian and held by 5 libraries worldwide
Estimation of Dependences Based on Empirical Data ( Book )
1 edition published in 1982 in English and held by 3 libraries worldwide
Algoritmy i programmy vosstanovlenija zavisimostej ( Book )
1 edition published in 1984 in Russian and held by 3 libraries worldwide
Problemy sovremennoĭ kibernetiki ( Book )
1 edition published in 1975 in Russian and held by 3 libraries worldwide
Ocherki o matematike : sbornik stateĭ ( Book )
1 edition published in 1973 in Russian and held by 2 libraries worldwide
Statistical learning theory ( Book )
1 edition published in 1998 in English and held by 2 libraries worldwide
Teorija razpoznavanija obrazov : statističeskie problemy obučenija by Vladimir Naumovič Vapnik ( Book )
1 edition published in 1974 in Russian and held by 1 library worldwide
Problemy sevremennoj kibernetiki ( Book )
1 edition published in 1975 in Undetermined and held by 1 library worldwide
Sovremennye problemy kibernetiki : sbornik ( Book )
1 edition published in 1972 in Russian and held by 1 library worldwide
Vapnik, V. N.
Vapnik, Vladimir N.
Vapnik, Vladimir Naoumovitch
Vapnik, Vladimir Naumovich
Wapnik, W. N.Вапник, В. Н