Vapnik–Chervonenkis theory

Results: 8



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1

ECE 901 Lecture 18: Introduction to Vapnik-Chervonenkis (VC) Theory R. NowakIn our past lectures we have derived a number of generalization bounds, but all these had one thing in common: they required the clas

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Source URL: nowak.ece.wisc.edu

Language: English - Date: 2012-03-09 07:34:15
    2Computational learning theory / Machine learning / Learning / Mathematics / Cognition / Statistical classification / Empirical process / VC dimension / Probability distribution / Artificial neural network / NIP / Uniform convergence

    REVlEW The Vapnik-Chervonenkis Dimension: Information versus Complexity in Learning Yaser S. Abu-Mostafa California Institute of Terhnohgy, Pasadcna, CAUSA

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    Source URL: authors.library.caltech.edu

    Language: English - Date: 2012-12-26 05:25:09
    3

    Statistical Machine Learning UoC Stats 37700, Winter quarter Lecture 5: statistical learning theory II: Vapnik-Chervonenkis theory.

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    Source URL: users.math.uni-potsdam.de

    Language: English
      4Computational learning theory / Empirical process / Year of birth missing / Machine learning / Alexey Chervonenkis / Statistical classification / Vladimir Vapnik / Support vector machine / Glivenko–Cantelli theorem / Statistics / Mathematics / Mathematical sciences

      On 21 September 2014, Alexej Chervonenkis went for a walk in a park on the outskirts of Moscow and got lost. He called his wife in the evening, and last talked to her around midnight, saying that he would try to sleep a

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      Source URL: people.tuebingen.mpg.de

      Language: English - Date: 2014-12-08 17:26:37
      5Computational learning theory / Year of birth missing / Statistical classification / Theoretical computer science / Vladimir Vapnik / Support vector machine / Vapnik–Chervonenkis theory / Structural risk minimization / Machine learning / Statistics / Artificial intelligence

      video demo End-User Web Scraping: Google Scholar Edition Sarah Chasins

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      Source URL: www.icir.org

      Language: English - Date: 2014-12-10 15:02:23
      6Stability / Computational learning theory / Supervised learning / Empirical risk minimization / Vapnik–Chervonenkis theory / Leave one out error / Machine learning / Learning / Artificial intelligence

      25.3 n&v MH[removed]:59 pm

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      Source URL: cbcl.mit.edu

      Language: English - Date: 2004-03-30 15:25:42
      7Probability theory / Ergodic theory / Stochastic processes / Glivenko–Cantelli theorem / Borel set / Uniform convergence / Ergodicity / Mixing / VC dimension / Statistics / Mathematics / Mathematical analysis

      Uniform convergence of Vapnik…Chervonenkis classes under ergodic sampling

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      Source URL: comptox.unc.edu

      Language: English - Date: 2011-04-26 19:48:00
      8Supervised learning / Kernel methods / Regularization / Vapnik–Chervonenkis theory / Stability / Machine learning / Statistics / Artificial intelligence

      Supervised learning for computer vision: Theory and algorithms - Introduction Francis Bach1 & Jean-Yves Audibert2,1 1. 2.

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      Source URL: www.di.ens.fr

      Language: English - Date: 2008-10-11 16:24:31
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