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Authors whose works are in public domain in at least one jurisdiction

List of works by Vladimir Vapnik

A Support Vector Method for Clustering

A new learning paradigm: learning using privileged information

scientific article

A training algorithm for optimal margin classifiers

scientific article published in 1992

Automatic Capacity Tuning of Very Large VC-Dimension Classifiers

scientific article published in January 1993

Choosing Multiple Parameters for Support Vector Machines

Comparison of view-based object recognition algorithms using realistic 3D models

Falsificationism and Statistical Learning Theory: Comparing the Popper and Vapnik-Chervonenkis Dimensions

Feature Selection for SVMs

Gene Selection for Cancer Classification using Support Vector Machines

article

Inference with the Universum

Kernel Dependency Estimation

scientific article published in January 2003

Learning Curves: Asymptotic Values and Rate of Convergence

scientific article published in January 1994

Local Algorithms for Pattern Recognition and Dependencies Estimation

scholarly article by Vladimir Vapnik & Léon Bottou published November 1993 in Neural Computation

Machine learning classification with confidence: application of transductive conformal predictors to MRI-based diagnostic and prognostic markers in depression.

scientific article

Model Selection for Support Vector Machines

Necessary and sufficient conditions for the uniform convergence of empirical means to their true values

scientific article published in 1981

On the Theory of Learnining with Privileged Information

On the Uniform Convergence of Relative Frequencies of Events to Their Probabilities

English translation published as a scientific article (publication date: 1971)

Parallel Support Vector Machines: The Cascade SVM

scientific article published in January 2005

Principles of Risk Minimization for Learning Theory

scientific article published in January 1992

Prior Knowledge in Support Vector Kernels

Structural Risk Minimization for Character Recognition

scientific article published in January 1992

Support Vector Method for Function Approximation, Regression Estimation and Signal Processing

scientific article published in January 1997

Support Vector Method for Multivariate Density Estimation

Support Vector Regression Machines

scientific article published in January 1997

Support-vector networks

scholarly article from 'Machine Learning' published in 1995

Transductive Inference for Estimating Values of Functions

Vicinal Risk Minimization

scientific article published in January 2001