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Applied Multivariate Statistics with R Englisch · Fester Einband

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Now in its second edition, this book brings multivariate statistics to graduate-level practitioners, making these analytical methods accessible without lengthy mathematical derivations. Using the open source shareware program R, Dr. Zelterman demonstrates the process and outcomes for a wide array of multivariate statistical applications. Chapters cover graphical displays; linear algebra; univariate, bivariate and multivariate normal distributions; factor methods; linear regression; discrimination and classification; clustering; time series models; and additional methods. He uses practical examples from diverse disciplines, to welcome readers from a variety of academic specialties. Each chapter includes exercises, real data sets, and R implementations. The book avoids theoretical derivations beyond those needed to fully appreciate the methods. Prior experience with R is not necessary.
New to this edition are chapters devoted to longitudinal studies and theclustering of large data. It is an excellent resource for students of multivariate statistics, as well as practitioners in the health and life sciences who are looking to integrate statistics into their work.

Über den Autor / die Autorin










Daniel Zelterman is professor in the department of biostatistics at Yale University. His research areas include computational statistics, models for discrete valued data, and the design of clinical trials in cancer studies. In his spare time he plays oboe and bassoon in amateur orchestral groups and has backpacked hundreds of miles of the Appalachian Trail.


Produktdetails

Autoren Daniel Zelterman
Verlag Springer, Berlin
 
Inhalt Buch
Produktform Fester Einband
Erscheinungsdatum 21.01.2023
Thema Naturwissenschaften, Medizin, Informatik, Technik > Mathematik > Wahrscheinlichkeitstheorie, Stochastik, Mathematis
 
EAN 9783031130045
ISBN 978-3-0-3113004-5
Anzahl Seiten 463
Illustration XIX, 463 p. 172 illus., 158 illus. in color.
Abmessung (Verpackung) 15.5 x 2.9 x 23.5 cm
 
Serie Statistics for Biology and Health
Themen Wahrscheinlichkeitsrechnung und Statistik, DV-gestützte Biologie/Bioinformatik, clustering, linearalgebra, linearregression, Rsoftware, normaldistribution, Longitudinalstudies, Timeseriesmodels, graphicaldisplays, StatisticalInferenceforBiology, matrixalgebrabiostatistics, factormethods
 

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