Vladimir N. Vapnik
AT&T (United States)
2 papers in the Anchorcite directory, published between 1992 and 1999, cited 38,579 times in total.
Research topics
- Neural Networks and Applications · 2 papers
- Metaheuristic Optimization Algorithms Research · 1 paper
- Evolutionary Algorithms and Applications · 1 paper
- Blind Source Separation Techniques · 1 paper
- Optical Polarization and Ellipsometry · 1 paper
Frequent co-authors
- Yuhai Wu · 1 paper
- Bernhard E. Boser · 1 paper
- Isabelle Guyon · 1 paper
Papers
- Statistical Learning TheoryTechnometrics · 1999 · 26,773 citations
A comprehensive look at learning and generalization theory. The statistical theory of learning and generalization concerns the problem of choosing desired functions on the basis of empirical data. Highly applicable to a variety of computer science and robotics fields, this…
- A training algorithm for optimal margin classifiers1992 · 11,806 citations
A training algorithm that maximizes the margin between the training patterns and the decision boundary is presented. The technique is applicable to a wide variety of the classification functions, including Perceptrons, polynomials, and Radial Basis Functions. The effective number of…
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