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Bioconductor Case Studies

Name: Bioconductor Case Studies
Brand: Springer-Verlag New York Inc.
SKU: 01382977
Price: 115.59 EUR
Availability: InStock
Author: Florian Hahne
ISBN: 9780387772394

Florian Hahne

Wolfgang Huber

Robert Gentleman

Lingua

Inglese

Libro In brossura

Codice Libristo: 01382977

Casa editrice Springer-Verlag New York Inc., agosto 2008

Bioconductor software has become a standard tool for the analysis and comprehension of data from hig... Descrizione completa

Codice Libristo: 01382977

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Bioconductor software has become a standard tool for the analysis and comprehension of data from high-throughput genomics experiments. Its application spans a broad field of technologies used in contemporary molecular biology. In this volume, the authors present a collection of cases to apply Bioconductor tools in the analysis of microarray gene expression data. Topics covered include: (1) import and preprocessing of data from various sources; (2) statistical modeling of differential gene expression; (3) biological metadata; (4) application of graphs and graph rendering; (5) machine learning for clustering and classification problems; (6) gene set enrichment analysis.§Each chapter of this book describes an analysis of real data using hands-on example driven approaches. Short exercises help in the learning process and invite more advanced considerations of key topics. The book is a dynamic document. All the code shown can be executed on a local computer, and readers are able to reproduce every computation, figure, and table.