Bioconductor case studies
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 expre…
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- Full title :Bioconductor case studies / Florian Hahne ...
Summary
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.
Read More ↓Edition Statements
- Publication Date:2008
Publication Statements
- Publisher(s):Springer
- Place of Publication:New York, NY
- Language:eng
- Publication Date:2008
The Physical Object
- Description:x, 283 Seiten : Diagramme : 235 x 155 mm
Edition Identifiers
- ISBN:0387772391, 9780387772394, 9780387772400, 0387772405
- oclc:ocn254177742
- LC Classification:QH324.2
- Dewey Decimal:570
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