Data Analytics in Gene Expression Profiling: Exploring gene expression for cancer - Couverture souple

Kabir Ahmad, Farzana

 
9786138965282: Data Analytics in Gene Expression Profiling: Exploring gene expression for cancer
Couverture souple
ISBN 10 : 6138965280 ISBN 13 : 9786138965282
Editeur : Scholars' Press, 2021

Synopsis

Microarray technology has shifted to a new era in molecular classification, however, interpreting gene expression data to remain a challenging issue due to their innate nature of “high dimensional low sample size”. Furthermore, this data is often overwhelmed, overfitting and confused by the complexity of data analysis. Small sample size and a large number of variables to be analysed posed significant challenges during data analysis, mainly in learning network structure. Moreover, the ability to study the gene interactions that form tumour growth is a great difficulty to computational biology researchers as gene does not work alone but involves complex interactions. This book aims to propose a dynamic Bayesian network-based model in order to identify gene signatures from large-scale gene expression profiles. The dynamic Bayesian network-based model attempts to discover the gene regulation that yields to breast cancer progression.

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Éditeur
Scholars' Press
Date d'édition
2021
Langue
anglais
ISBN 10 
6138965280
ISBN 13 
9786138965282
Reliure
Broché
Nombre de pages
112
Coordonnées du fabricant
non disponible
Personne responsable
non disponible