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Computational Reconstruction of Missing Data in Biological Research

Bag om Computational Reconstruction of Missing Data in Biological Research

In this book, we introduce different types of biological data missing scenarios and propose machine learning models to improve the data analysis, including deep recurrent neural network recovery for feature missings, robust information theoretic learning for label missings and structure-aware rebalancing for minor sample missings.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9789811630637
  • Indbinding:
  • Paperback
  • Sideantal:
  • 105
  • Udgivet:
  • 8. august 2021
  • Udgave:
  • 12021
  • Størrelse:
  • 155x235x0 mm.
  • Vægt:
  • 203 g.
  • BLACK NOVEMBER
Leveringstid: 8-11 hverdage
Forventet levering: 6. december 2024

Beskrivelse af Computational Reconstruction of Missing Data in Biological Research

In this book, we introduce different types of biological data missing scenarios and propose machine learning models to improve the data analysis, including deep recurrent neural network recovery for feature missings, robust information theoretic learning for label missings and structure-aware rebalancing for minor sample missings.

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