Computational reconstruction of missing data in biological research
Auteur :
Bao, Feng
Éditeur :
Springer Verlag, Singapore
ISBN :
9789811630637
Date de publication :
8 août 2021
Dimensions :
23,5 x 15,5 cm
Langue :
Anglais
Pays d'origine :
Singapour
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.