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Support Vector Machines

af Ingo Steinwart, Andreas Christmann

indgår i Information Science and Statistics serien

Support Vector Machines af Ingo Steinwart
Bag om Support Vector Machines

In a nutshell, we identify at least three reasons for the success of SVMs: their ability to learn well with only a very small number of free parameters, their robustness against several types of model violations and outliers, and last but not least their computational e?ciency compared with several other methods.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9780387772417
  • Indbinding:
  • Hardback
  • Sideantal:
  • 603
  • Udgivet:
  • 12. august 2008
  • Udgave:
  • 2008
  • Størrelse:
  • 163x241x38 mm.
  • Vægt:
  • 1054 g.
  • 8-11 hverdage.
  • 11. december 2024
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Beskrivelse af Support Vector Machines

In a nutshell, we identify at least three reasons for the success of SVMs: their ability to learn well with only a very small number of free parameters, their robustness against several types of model violations and outliers, and last but not least their computational e?ciency compared with several other methods.

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