Vladimir N. Vapnik

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Vladimir N. Vapnik is a person.



Referebces

2008

  • (Vapnik, 2008) ⇒ Vladimir N. Vapnik. (2008). “interview - Vladimir Vapnik." http://www.learningtheory.org/
    • QUOTE: My current research interest is to develop advanced models of empirical inference. I think that the problem of machine learning is not just a technical problem. It is a general problem of philosophy of empirical inference. One of the ways for inference is induction. The main philosophy of inference developed in the past strongly connected the empirical inference to the inductive learning process. I believe that induction is a rather restrictive model of learning and I am trying to develop more advanced models. First, I am trying to develop non-inductive methods of inference, such as transductive inference, selective inference, and many other options. Second, I am trying to introduce non-classical ways of inference.

2000

  • (Vapnik, 2000) ⇒ Vladimir N. Vapnik. (2000). “The Nature of Statistical Learning Theory (2nd Edition).” Springer. ISBN:0387987800

1998

1997

1995

1994

  • (Vapnik & Miller, 1994) ⇒ Vladimir N. Vapnik, and U. A. Miller. (1994). “Comparison of Classifier Methods: A case study in handwritten digit recognition.” In: Proceedings of 12th International Conference on Pattern Recognition and Neural Network.

1992

1982

1971

  • (Vapnik & Chervonenkis, 1971) ⇒ Vladimir N. Vapnik, and A. Chervonenkis. (1971). “On the Uniform Convergence of Relative Frequencies of Events to Their Probabilities.” Theory of Probability and Its Applications.