Biology

Multivariate Data Integration Using R: Methods and Applications with the mixOmics Package

Name: Multivariate Data Integration Using R: Methods and Applications with the mixOmics Package
Brand: Chapman and Hall/CRC
SKU: 9780367460945
Price: 14607.00 INR
Availability: InStock
ISBN: 9780367460945

Contributor(s): Lê Cao, Kim-Anh Author , Welham, Zoe Marie Author Format: Hardback

Hardback · ISBN 9780367460945

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Key Specifications

ISBN	9780367460945
Publisher	Chapman and Hall/CRC
Publication date	November 2021
Language	English
MRP	£103.99 GBP
Page count	332
Item weight	175 g

Large biological data, which are often noisy and high-dimensional, have become increasingly prevalent in biology and medicine. There is a real need for good training in statistics, from data exploration through to analysis and interpretation. This book provides an overview of statistical and dimension reduction methods for high-throughput biological data, with a specific focus on data integration. It starts with some biological background, key concepts underlying the multivariate methods, and then covers an array of methods implemented using the mixOmics package in R.

Features:

Provides a broad and accessible overview of methods for multi-omics data integration

Covers a wide range of multivariate methods, each designed to answer specific biological questions

Includes comprehensive visualisation techniques to aid in data interpretation

Includes many worked examples and case studies using real data

Includes reproducible R code for each multivariate method, using the mixOmics package

The book is suitable for researchers from a wide range of scientific disciplines wishing to apply these methods to obtain new and deeper insights into biological mechanisms and biomedical problems. The suite of tools introduced in this book will enable students and scientists to work at the interface between, and provide critical collaborative expertise to, biologists, bioinformaticians, statisticians and clinicians.

Multivariate Data Integration Using R: Methods and Applications with the mixOmics Package

Key Specifications

Lê Cao, Kim-Anh Author

Welham, Zoe Marie Author

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