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Exploration and Analysis of DNA Microarray and Other High-Dimensional Data

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<p><b>Praise for the <i>First Edition</i></b></p> <p><b>“…extremely well written…a comprehensive and up-to-date overview of this important field.” <i>– Journal of Environmental Quality</i></b></p> <p><i> </i></p> <p><i>Exploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition</i> provides comprehensive coverage of recent advancements in microarray data analysis. A cutting-edge guide, the <i>Second Edition</i> 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.</p> <p> </p> <p>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, <i>Exploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition</i> features:</p> <p> </p> <ul> <li>A new chapter on the interpretation of findings that includes a discussion of signatures and material on gene set analysis, including network analysis</li> <li>New topics of coverage including ABC clustering, biclustering, partial least squares, penalized methods, ensemble methods, and enriched ensemble methods</li> <li>Updated exercises to deepen knowledge of the presented material and provide readers with resources for further study</li> </ul> <p> </p> <p>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. <i>Exploration and Analysis of DNA Microarray and Other High-Dimensional Data, Second Edition</i> is also a useful text for graduate-level courses on statistics, computational biology, and bioinformatics.</p>