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Название: Statistical analysis of gene expression microarray data
Автор: Speed T.
Аннотация:
Statistical Analysis of Gene Expression Microarray Data promises to become the definitive basic reference in the field. Under the editorship of Terry Speed, some of the world's most pre-eminent authorities have joined forces to present the tools, features, and problems associated with the analysis of genetic microarray data. These include:
* Model-based analysis of oligonucleotide arrays, including expression index computation, outlier detection, and standard error applications
* Design and analysis of comparative experiments involving microarrays, with focus on two-color cDNA or long oligonucleotide arrays on glass slides
* Classification issues, including the statistical foundations of classification and an overview of different classifiers
* Clustering, partitioning, and hierarchical methods of analysis, including techniques related to principal components and singular value decomposition