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Genome Data Analysis

Genome Data Analysis

Authors
Publisher Springer Nature Customer Service Center GmbH
Year 01/01/2019
Edition First
Pages 367
Version paperback
Readership level Professional and scholarly
Language English
ISBN 9789811319419
Categories Medical research, Epidemiology & medical statistics, Probability & statistics, DNA & Genome, Molecular biology
$95.72 (with VAT)
361.00 PLN / €81.10 / £73.86
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Book description

This textbook describes recent advances in genomics and bioinformatics and provides numerous examples of genome data analysis that illustrate its relevance to real world problems and will improve the reader's bioinformatics skills. Basic data preprocessing with normalization and filtering, primary pattern analysis, and machine learning algorithms using R and Python are demonstrated for gene-expression microarrays, genotyping microarrays, next-generation sequencing data, epigenomic data, and biological network and semantic analyses. In addition, detailed attention is devoted to integrative genomic data analysis, including multivariate data projection, gene-metabolic pathway mapping, automated biomolecular annotation, text mining of factual and literature databases, and integrated management of biomolecular databases. The textbook is primarily intended for life scientists, medical scientists, statisticians, data processing researchers, engineers, and other beginners in bioinformatics who are experiencing difficulty in approaching the field. However, it will also serve as a simple guideline for experts unfamiliar with the new, developing subfield of genomic analysis within bioinformatics.

Genome Data Analysis

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