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Data Analysis and Graphics Using R

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Data Analysis and Graphics Using R

Data Analysis and Graphics Using R

An Example-based Approach

- Collection Cambridge series in statistical and probabilistic mathematics

516 pages, parution le 12/03/2007 (2eme édition)

Résumé

Join the revolution ignited by the ground-breaking R system! Starting with an introduction to R, covering standard regression methods, then presenting more advanced topics, this book guides users through the practical and powerful tools that the R system provides. The emphasis is on hands-on analysis, graphical display and interpretation of data. The many worked examples, taken from real-world research, are accompanied by commentary on what is done and why. A website provides computer code and data sets, allowing readers to reproduce all analyses. Updates and solutions to selected exercises are also available. Assuming only basic statistical knowledge, the book is ideal for research scientists, final-year undergraduate or graduate level students of applied statistics, and practising statisticians. It is both for learning and for reference. This revised edition reflects changes in R since 2003 and has new material on survival analysis, random coefficient models, and the handling of high-dimensional data.

  • Practical, hands-on, example-based approach deals with real-world issues
  • Extensive use of graphs for exploration of data and interpretation of analyses
  • R code, data sets, updates and exercise solutions, all provided on companion website

Sommaire

  • A brief introduction to R
  • Styles of data analysis
  • Statistical models
  • An introduction to formal inference
  • 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
  • Epilogue - models
  • References
  • Index of R symbols and functions
  • Index of terms
  • Index of names.
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Caractéristiques techniques du livre "Data Analysis and Graphics Using R"

  PAPIER
Éditeur(s) Cambridge University Press
Auteur(s) John Maindonald, John Braun
Collection Cambridge series in statistical and probabilistic mathematics
Parution 12/03/2007
Édition  2eme édition
Nb. de pages 516
Format 18,5 x 26
Couverture Relié
Poids 1078g
Intérieur Noir et Blanc
EAN13 9780521861168
ISBN13 978-0-521-86116-8
Sélection de Noël

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