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Model Selection and Error Estimation in a Nutshell - Luca Oneto - Bog

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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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  • Sprog:
  • Engelsk
  • ISBN:
  • 9783030243616
  • Indbinding:
  • Paperback
  • Sideantal:
  • 132
  • Udgivet:
  • 14. August 2020
  • Udgave:
  • 12020
  • Størrelse:
  • 155x235x0 mm.
  • Vægt:
  • 454 g.
  • 2-3 uger.
  • 19. Juli 2024
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Beskrivelse af 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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