Advanced Analysis Of Gene Expression Microarray Data

Autor: Aidong Zhang

Limbă:

Legare: Copertă tare

Editura: World Scientific Publishing Co Pte Ltd

Disponibilitate: În depozitul extern

Expediem în 14-21 zile

546.21 lei

This book focuses on the development and application of the latest advanced data mining, machine lea...

Informații despre carte

Autor

Aidong Zhang

Limbă

engleză

Legare

Carte - Copertă tare

Publicat

2006

Pagini

356

EAN

9789812566454

ISBN

9812566457

Enbook ID

05068232

Editura

World Scientific Publishing Co Pte Ltd

Greutate

662

Dimensiuni

156 x 234 x 25

Descriere completă

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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Advanced Analysis Of Gene Expression Microarray Data

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