Computational Reconstruction of Missing Data in Biological Research
Language: English
Published by Springer, Berlin|Springer Nature Singapore|Tsinghua University Press|Springer, 2021
- Softcover
- New
Condition: New
£ 41.77
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Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. 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 fo.
Seller Inventory # 467597321
- Title
- Computational Reconstruction of Missing Data in Biological Research
- Author
- Bao, Feng
- Publisher
- Springer, Berlin|Springer Nature Singapore|Tsinghua University Press|Springer
- Publication year
- 2021
- Condition
- New
- Binding
- Soft cover
- Language
- English
- ISBN 10
- 9811630631
- ISBN 13
- 9789811630637
The outline of this book is as follows. In Chapter 2, we introduce the statistical recovery of missing data features; in Chapter 3, we introduce the statistical recovery of missing labels; in Chapter 4, we introduce the statistical recovery of missing data sample information; finally, in Chapter 5, we summarize the full text and outlook future directions. This book can be used as references for researchers in computational biology, bioinformatics and biostatistics. Readers are expected to have basic knowledge of statistics and machine learning.
"Synopsis" may belong to another edition of this title.
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