This book provides a comprehensive, interdisciplinary collection of the main, up-to-date methods, tools, and techniques for microarray data analysis, covering the necessary steps for the acquisition of the data, its preprocessing, and its posterior analysis. Featuring perspectives from biology, computer science, and statistics, the volume explores machine learning methods such as clustering, feature selection, classification, data normalization, and missing value imputation, as well as the statistical analysis of the data and the most popular computer tools to analyze microarray data. Written for the highly successful Methods in Molecular Biology series, chapters include the kind of detailed implementation advice that will aid researchers in getting successful results. Cutting-edge and authoritative, Microarray Bioinformatics serves as an ideal guide for researchers and graduate students in bioinformatics, with basic knowledge in biology and computer science, and with a view to work with microarray datasets.
Boekdetails
Serie
Methods in Molecular Biology
Ondertitel
Methods in Molecular Biology
Formaat
Hardback
Uitgever
Humana Press Inc.
Imprint
Humana Press Inc.
Auteur
Verónica Bolón-Canedo || Amparo Alonso-Betanzos, Humana Press Inc., Humana Press Inc.