Statistics and Data Analysis for Microarrays Using R and Bioconductor, 2/e (Hardcover)

Statistics and Data Analysis for Microarrays Using R and Bioconductor, 2/e (Hardcover)

作者: Sorin Drăghici
出版社: CRC
出版在: 2011-12-06
ISBN-13: 9781439809754
ISBN-10: 1439809755
裝訂格式: Hardcover
總頁數: 1036 頁





內容描述


Richly illustrated in color, Statistics and Data Analysis for Microarrays Using R and Bioconductor, Second Edition provides a clear and rigorous description of powerful analysis techniques and algorithms for mining and interpreting biological information. Omitting tedious details, heavy formalisms, and cryptic notations, the text takes a hands-on, example-based approach that teaches students the basics of R and microarray technology as well as how to choose and apply the proper data analysis tool to specific problems.
New to the Second Edition
Completely updated and double the size of its predecessor, this timely second edition replaces the commercial software with the open source R and Bioconductor environments. Fourteen new chapters cover such topics as the basic mechanisms of the cell, reliability and reproducibility issues in DNA microarrays, basic statistics and linear models in R, experiment design, multiple comparisons, quality control, data pre-processing and normalization, Gene Ontology analysis, pathway analysis, and machine learning techniques. Methods are illustrated with toy examples and real data and the R code for all routines is available on an accompanying CD-ROM.
 
With all the necessary prerequisites included, this best-selling book guides students from very basic notions to advanced analysis techniques in R and Bioconductor. The first half of the text presents an overview of microarrays and the statistical elements that form the building blocks of any data analysis. The second half introduces the techniques most commonly used in the analysis of microarray data.




相關書籍

Python Feature Engineering Cookbook

作者 Soledad Galli

2011-12-06

大數據挖掘及應用(Big Data Mining and Application)

作者 王國胤 劉群 於洪 曾憲華

2011-12-06

計算機視覺實戰:基於TensorFlow 2

作者 Benjamin Planche Eliot Andres 閆龍川 李君婷 高德荃

2011-12-06







2
2
2