Item description for Advanced Analysis of Gene Expression Microarray Data (Science, Engineering, and Biology Informatics) by Aidong Zhang...
This book focuses on the development and application of the latest advanced data mining, machine learning, and visualization techniques for the identification of interesting, significant, and novel patterns in gene expression microarray data. Biomedical researchers will find this book invaluable for learning the cutting-edge methods for analyzing gene expression microarray data. Specifically, the coverage includes the following state-of-the-art methods: gene-based analysis - the latest novel clustering algorithms to identify co-expressed genes and coherent patterns in gene expression microarray data sets; sample-based analysis - supervised and unsupervised methods for the reduction of the gene dimensionality to select significant genes. A series of approaches to disease classification and discovery are also described; pattern-based analysis - methods for ascertaining the relationship between (subsets of) genes and (subsets of) samples. Various novel pattern-based clustering algorithms to find the coherent patterns embedded in the sub-attribute spaces are discussed; and visualization tools - various methods for gene expression data visualization. The visualization process is intended to transform the gene expression data set from high-dimensional space into a more easily understood two- or three-dimensional space.
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Studio: World Scientific Publishing Company
Est. Packaging Dimensions: Length: 8.9" Width: 6.06" Height: 1.02" Weight: 1.46 lbs.
Release Date Jun 27, 2006
Publisher World Scientific Publishing Company
ISBN 9812566457 ISBN13 9789812566454
Availability 0 units.
More About Aidong Zhang
Dr Aidong Zhang is a professor in the Department of Computer Science and Engineering at the State University of New York at Buffalo and the director of the Buffalo Center for Biomedical Computing (BCBC). She is an author of more than 190 research publications and has served on the editorial boards of the International Journal of Bioinformatics Research and Applications (IJBRA), ACM Multimedia Systems, the International Journal of Multimedia Tools and Applications, the International Journal of Distributed and Parallel Databases, and ACM SIGMOD DiSC (Digital Symposium Collection). Dr Zhang is a recipient of the National Science Foundation CAREER Award and SUNY (State University of New York) Chancellor's Research Recognition Award.
Aidong Zhang was born in 1961 and has an academic affiliation as follows - State University of New York, Buffalo.
Reviews - What do customers think about Advanced Analysis of Gene Expression Microarray Data (Science, Engineering, and Biology Informatics)?
A great book for statistician at all level Sep 24, 2008
This book is very well written, in great detail and clarity. The title "Advanced" sounds daunting to some intermediate or entry level statisticians, but the math details in the book is very understandable, presented as necessary support in order to understand the explained statistical methods. I would highly recommend this book to statisticians with all statistical backgrounds who are new to the area of microarray data analysis. This book is perfect as a textbook for a first course of microarray data analysis too.