Vladimir Vapnik - Writings

Writings

  • On the uniform convergence of relative frequencies of events to their probabilities, co-author A. Y. Chervonenkis, 1971
  • Necessary and sufficient conditions for the uniform convergence of means to their expectations, co-author A. Y. Chervonenkis, 1981
  • Estimation of Dependences Based on Empirical Data, 1982
  • The Nature of Statistical Learning Theory, 1995
  • Statistical Learning Theory, 1998
  • Estimation of Dependences Based on Empirical Data, Reprint 2006 (Springer), also contains a philosophical essay on Empirical Inference Science, 2006

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    Even in my own writings I cannot always recover the meaning of my former ideas; I know not what I meant to say, and often get into a regular heat, correcting and putting a new sense into it, having lost the first and better one. I do nothing but come and go. My judgement does not always forge straight ahead; it strays and wanders.
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    A people’s literature is the great textbook for real knowledge of them. The writings of the day show the quality of the people as no historical reconstruction can.
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