Online-Ressource
Verfasst von:	Wehrens, Ron [VerfasserIn]
Titel:	Chemometrics with R
Titelzusatz:	Multivariate Data Analysis in the Natural and Life Sciences
Verf.angabe:	by Ron Wehrens
Ausgabe:	2nd ed. 2020.
Verlagsort:	Berlin, Heidelberg
	Berlin, Heidelberg
Verlag:	Springer Berlin Heidelberg
	Imprint: Springer
E-Jahr:	2020
Jahr:	2020.
	2020.
Umfang:	1 Online-Ressource(XVI, 308 p. 111 illus., 82 illus. in color.)
Gesamttitel/Reihe:	Use R!
	Springer eBook Collection
ISBN:	978-3-662-62027-4
Abstract:	Introduction. - Data -- Preprocessing -- Principal Component Analysis -- Self-Organizing Maps. - Clustering -- Classification -- Multivariate Regression. - Validation -- Variable Selection -- Chemometric Applications.
	This book offers readers an accessible introduction to the world of multivariate statistics in the life sciences, providing a comprehensive description of the general data analysis paradigm, from exploratory analysis (principal component analysis, self-organizing maps and clustering) to modeling (classification, regression) and validation (including variable selection). It also includes a special section discussing several more specific topics in the area of chemometrics, such as outlier detection, and biomarker identification. The corresponding R code is provided for all the examples in the book; and scripts, functions and data are available in a separate R package. This second revised edition features not only updates on many of the topics covered, but also several sections of new material (e.g., on handling missing values in PCA, multivariate process monitoring and batch correction). .
DOI:	doi:10.1007/978-3-662-62027-4
URL:	Resolving-System: https://doi.org/10.1007/978-3-662-62027-4
	Cover: https://swbplus.bsz-bw.de/bsz1728476372cov.jpg
	DOI: https://doi.org/10.1007/978-3-662-62027-4
Schlagwörter:	(s)Chemometrie    / (s)Multivariate Analyse    / (s)R <Programm>
	(s)Chemometrie    / (s)Multivariate Analyse    / (s)R <Programm>
Datenträger:	Online-Ressource
Dokumenttyp:	Einführung
Sprache:	eng
Bibliogr. Hinweis:	Erscheint auch als : Druck-Ausgabe: Wehrens, Ron: Chemometrics with R. - Second edition. - Berlin : Springer, 2020. - xvi, 308 Seiten
RVK-Notation:	RB 10104
K10plus-PPN:	1728476372
	Universitätsbibliothek
Lokale URL UB:	Zum Volltext