Bioconductor Case Studies 2008 Edition Contributor(s): Hahne, Florian (Author), Huber, Wolfgang (Author), Gentleman, Robert (Author) |
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ISBN: 0387772391 ISBN-13: 9780387772394 Publisher: Springer OUR PRICE: $113.99 Product Type: Paperback - Other Formats Published: August 2008 |
Additional Information |
BISAC Categories: - Medical | Biostatistics |
Dewey: 572.802 |
LCCN: 2008926129 |
Series: Use R! |
Physical Information: 0.7" H x 6.1" W x 9.1" (0.85 lbs) 283 pages |
Descriptions, Reviews, Etc. |
Publisher Description: 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 * import and preprocessing of data from various sources * statistical modeling of differential gene expression * biological metadata * application of graphs and graph rendering * machine learning for clustering and classification problems * 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. |