R Programming for Mass Spectrometry

Name: R Programming for Mass Spectrometry
Brand: John Wiley & Sons Inc
SKU: 9781119872351
Price: 143.0 EUR
Availability: InStock

Автор: Julian, Randall K.

Език:

Корици: С твърди корици

Издател: John Wiley & Sons Inc

Наличност: Външен склад в ограничено количество

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143.00 € 279.68 лв

A practical guide to reproducible and high impact mass spectrometry data analysis R Programming for...

Информация за книгата

Автор

Julian, Randall K.

Език

Английски език

Корици

Книга - С твърди корици

Издадена

2025

страници

400

EAN

9781119872351

ISBN

1119872359

Enbook ID

46171885

Издател

John Wiley & Sons Inc

Теглоt

953

Пълно описание

A practical guide to reproducible and high impact mass spectrometry data analysis R Programming for Mass Spectrometry teaches a rigorous and detailed approach to analyzing mass spectrometry data using the R programming language. It emphasizes reproducible research practices and transparent data workflows and is designed for analytical chemists, biostatisticians, and data scientists working with mass spectrometry. Readers will find specific algorithms and reproducible examples that address common challenges in mass spectrometry alongside example code and outputs. Each chapter provides practical guidance on statistical summaries, spectral search, chromatographic data processing, and machine learning for mass spectrometry. Key topics include: Comprehensive data analysis using the Tidyverse in combination with Bioconductor, a widely used software project for the analysis of biological dataProcessing chromatographic peaks, peak detection, and quality control in mass spectrometry dataApplying machine learning techniques, using Tidymodels for supervised and unsupervised learning, as well as for feature engineering and selection, providing modern approaches to data-driven insightsMethods for producing reproducible, publication-ready reports and web pages using RMarkdown R Programming for Mass Spectrometry is an indispensable guide for researchers, instructors, and students. It provides modern tools and methodologies for comprehensive data analysis. With a companion website that includes code and example datasets, it serves as both a practical guide and a valuable resource for promoting reproducible research in mass spectrometry.

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