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Applied multivariate statistics with R / Daniel Zelterman



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Autore: Zelterman, Daniel Visualizza persona
Titolo: Applied multivariate statistics with R / Daniel Zelterman Visualizza cluster
Pubblicazione: [Cham], : Springer, 2015
Titolo uniforme: Applied multivariate statistics with R  
Descrizione fisica: XVI, 393 p. : ill. ; 24 cm
Soggetto topico: 62-XX - Statistics [MSC 2020]
62P10 - Applications of statistics to biology and medical sciences; meta analysis [MSC 2020]
Soggetto non controllato: Clustering
Factor methods
Graphical displays
Linear algebra
Linear regression
Matrix algebra biostatistics
Normal distributions
R software
Statistical inference
Systems biology
Time series models
Nota di contenuto: This book brings the power of multivariate statistics to graduate-level practitioners, making these analytical methods accessible without lengthy mathematical derivations. Using the open source, shareware program R, Professor 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. Zelterman uses practical examples from diverse disciplines to welcome readers from a variety of academic specialties. Those with backgrounds in statistics will learn new methods while they review more familiar topics. Chapters include exercises, real data sets, and R implementations. The data are interesting, real-world topics, particularly from health and biology-related contexts. As an example of the approach, the text examines a sample from the Behavior Risk Factor Surveillance System, discussing both the shortcomings of the data as well as useful analyses. The text avoids theoretical derivations beyond those needed to fully appreciate the methods. Prior experience with R is not necessary.
Titolo autorizzato: Applied multivariate statistics with R  Visualizza cluster
Formato: Materiale a stampa
Livello bibliografico Monografia
Lingua di pubblicazione: Inglese
Record Nr.: VAN00113335
Lo trovi qui: Univ. Vanvitelli
Localizzazioni e accesso elettronico http://dx.doi.org/10.1007/978-3-319-14093-3
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Serie: Statistics for biology and health Berlin [etc.] . -Springer , 1997-