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Model Selection and Error Estimation in a Nutshell

Bag om Model Selection and Error Estimation in a Nutshell

Statistical learning theory answers these questions by deriving non-asymptotic bounds on the generalization error of a model or, in other words, by upper bounding the true error of the learned model based just on quantities computed on the available data.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9783030243586
  • Indbinding:
  • Hardback
  • Sideantal:
  • 132
  • Udgivet:
  • 25. juli 2019
  • Udgave:
  • 12020
  • Vægt:
  • 395 g.
Leveringstid: 2-3 uger
Forventet levering: 30. november 2024

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Statistical learning theory answers these questions by deriving non-asymptotic bounds on the generalization error of a model or, in other words, by upper bounding the true error of the learned model based just on quantities computed on the available data.

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