Exploration and Analysis of DNA Microarray and Other High-Dimensional Data / Wiley Series in Probability and Statistics (PDF)

Praise for the First Edition

"...extremely well written...a comprehensive
and up-to-date overview of this important field." -
Journal of Environmental Quality



Exploration and Analysis of DNA Microarray and Other
High-Dimensional Data, Second Edition provides comprehensive
coverage of recent advancements in microarray data analysis. A
cutting-edge guide, the Second Edition demonstrates various
methodologies for analyzing data in biomedical research and offers
an overview of the modern techniques used in microarray technology
to study patterns of gene activity.



The new edition answers the need for an efficient outline of all
phases of this revolutionary analytical technique, from
preprocessing to the analysis stage. Utilizing research and
experience from highly-qualified authors in fields of data
analysis, Exploration and Analysis of DNA Microarray and Other
High-Dimensional Data, Second Edition features:



* A new chapter on the interpretation of findings that includes a
discussion of signatures and material on gene set analysis,
including network analysis

* New topics of coverage including ABC clustering, biclustering,
partial least squares, penalized methods, ensemble methods, and
enriched ensemble methods

* Updated exercises to deepen knowledge of the presented material
and provide readers with resources for further study



The book is an ideal reference for scientists in biomedical and
genomics research fields who analyze DNA microarrays and protein
array data, as well as statisticians and bioinformatics
practitioners. Exploration and Analysis of DNA Microarray and
Other High-Dimensional Data, Second Edition is also a useful
text for graduate-level courses on statistics, computational
biology, and bioinformatics.