Advanced Analysis Of Gene Expression Microarray Data

Szerző: Aidong Zhang

Nyelv:

Kötés: Kemény kötésű

Kiadó: World Scientific Publishing Co Pte Ltd

Elérhetőség: Beszállítói készleten

Küldés 9-15 napon belül

37 771 Ft

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

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Szerző

Aidong Zhang

Nyelv

Angol

Kötés

Könyv - Kemény kötésű

Kiadva

2006

oldal

356

EAN

9789812566454

ISBN

9812566457

Enbook ID

05068232

Kiadó

World Scientific Publishing Co Pte Ltd

Súly

662

Méretek

156 x 234 x 25

Teljes leírás

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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