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Computational Reconstruction of Missing Data in Biological Research

af Feng Bao

indgår i Springer Theses serien

Computational Reconstruction of Missing Data in Biological Research af Feng Bao
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.
  • 8-11 hverdage.
  • 26. november 2024

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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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