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Statistical Learning with Sparsity

- The Lasso and Generalizations

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In this age of big data, the number of features measured on a person or object can be large and might be larger than the number of observations. This book shows how the sparsity assumption allows us to tackle these problems and extract useful and reproducible patterns from big datasets. The authors cover the lasso for linear regression, generali

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9780367738334
  • Indbinding:
  • Paperback
  • Sideantal:
  • 368
  • Udgivet:
  • 18. december 2020
  • Størrelse:
  • 234x156x23 mm.
  • Vægt:
  • 618 g.
  • 8-11 hverdage.
  • 10. december 2024
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In this age of big data, the number of features measured on a person or object can be large and might be larger than the number of observations. This book shows how the sparsity assumption allows us to tackle these problems and extract useful and reproducible patterns from big datasets. The authors cover the lasso for linear regression, generali

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