Data analysis and graphics using R : an example-based approach / John Maindonald and W. John Braun.

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"Discover what you can do with R! Introducing the R system, covering standard regression methods, then tackling more advanced topics, this book guides users through the practical, powerful tools that the R system provides. The emphasis is on hands-on analysis, graphical display, and interpretation o...

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Bibliographic Details
Main Author: Maindonald, J. H. (John Hilary), 1937-
Other Authors: Braun, John, 1963-
Language:English
Published: Cambridge ; New York : Cambridge University Press, 2010.
Edition:Third edition.
Series:Cambridge series on statistical and probabilistic mathematics ; 10.
Subjects:
Statistics > Data processing.
Statistics > Graphic methods > Data processing.
R (Computer program language)
Online Access:
Connect to: Table of contents only - All users (Cataloging @ Library of Congress)
Physical Description:xxvi, 525 pages, 12 unnumbered pages of plates : illustrations (some color) ; 27 cm.
Format: Book
Contents:
  • A brief introduction to R
  • Styles of data analysis
  • Statistical models
  • A review of inference concepts
  • Regression with a single predictor
  • Multiple linear regression
  • Exploiting the linear model framework
  • Generalized linear models and survival analysis
  • Time series models
  • Multi-level models, and repeated measures
  • Tree-based classification and regression
  • Multivariate data exploration and discrimination
  • Regression on principal component or discriminant scores
  • The R system: additional topics
  • Graphs in R.