株式会社極東書店トップ商品一覧Bioconductor Case Studies. 2008 ed.

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Bioconductor Case Studies. 2008 ed.

Bioconductor Case Studies. 2008 ed.

・ISBN 978-0-387-77239-4 paper

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著者・編者Hahne, Florian / Huber, Wolfgang / Gentleman, Robert / Falcon, Seth,
シリーズ (Use R!)
出版社 (Springer-Verlag New York Inc., US)
出版年月2008
ページ数284 pp.
言語ENG
ニュース番号<A05-55291>

解説

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.