Analysis of Variance for High-dimensional Data: Applications in Life, Food, and Chemical Sciences - Couverture rigide

Smilde, Age K.; Marini, Federico; Westerhuis, Johan A.; Liland, Kristian Hovde

 
9781394211210: Analysis of Variance for High-dimensional Data: Applications in Life, Food, and Chemical Sciences
Couverture rigide
ISBN 10 : 139421121X ISBN 13 : 9781394211210
Editeur : John Wiley & Sons Inc, 2025

Synopsis

"This book presents an overview of available methods to analyze high-dimensional data that are obtained through applying an experimental design. This type of of data is often collected in the natural and life sciences, and many methods for data analysis have been developed in recent years. Following an introduction and overview of the basic theory from a mathematical and statistical perspective, the book introduces the available methods and their mutual relationships, including coverage of ASCA, APCA and PC-ANOVA, ASCA, LiMM-PCA and RM-ASCA, PERMANOVA. Various alternative methods and extensions are covered, followed by a thorough review of application in areas including metabolomics, microbiomoe, gene expression, proteomics, food science, sensory science and chemistry. The book concludes with discussions on commercially available and and open-source software for application of these methods."-- Provided by publisher.

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À propos de l?auteur

Age K. Smilde is Emeritus-Professor of Biosystems Data Analysis at the Swammerdam Institute for Life Sciences at the University of Amsterdam. He also holds a part-time position at the Department of Plant and Environmental Sciences at the University of Copenhagen.

Federico Marini is Professor of Analytical Chemistry at the Department of Chemistry of the University of Rome "La Sapienza".

Johan A. Westerhuis is Assistant Professor at the Swammerdam Institute for Life Sciences, University of Amsterdam, The Netherlands.

Kristian H. Liland is Professor of Statistics at the Faculty of Science and Technology, Norwegian University of Life Sciences, Norway.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
John Wiley & Sons Inc
Date d'édition
2025
Langue
anglais
ISBN 10 
139421121X
ISBN 13 
9781394211210
Reliure
Relié
Nombre de pages
336
Coordonnées du fabricant
JOSSEY-BASS
https://www.wiley.com/en-us

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