Linear Models with R (Chapman & Hall/CRC Texts in Statistical Science) - Tapa dura

Libro 40 de 113: Chapman & Hall/CRC Texts in Statistical Science

Faraway, Julian J.

 
9781439887332: Linear Models with R (Chapman & Hall/CRC Texts in Statistical Science)
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ISBN 10: 1439887330 ISBN 13: 9781439887332
Editorial: Chapman and Hall/CRC, 2014

Sinopsis

A Hands-On Way to Learning Data Analysis

Part of the core of statistics, linear models are used to make predictions and explain the relationship between the response and the predictors. Understanding linear models is crucial to a broader competence in the practice of statistics. Linear Models with R, Second Edition explains how to use linear models in physical science, engineering, social science, and business applications. The book incorporates several improvements that reflect how the world of R has greatly expanded since the publication of the first edition.

New to the Second Edition

  • Reorganized material on interpreting linear models, which distinguishes the main applications of prediction and explanation and introduces elementary notions of causality
  • Additional topics, including QR decomposition, splines, additive models, Lasso, multiple imputation, and false discovery rates
  • Extensive use of the ggplot2 graphics package in addition to base graphics

Like its widely praised, best-selling predecessor, this edition combines statistics and R to seamlessly give a coherent exposition of the practice of linear modeling. The text offers up-to-date insight on essential data analysis topics, from estimation, inference, and prediction to missing data, factorial models, and block designs. Numerous examples illustrate how to apply the different methods using R.

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Acerca del autor

Julian J. Faraway

"Sobre este título" puede pertenecer a otra edición de este libro.

Editorial
Chapman and Hall/CRC
Año de publicación
2014
Idioma
Inglés
ISBN 10 
1439887330
ISBN 13 
9781439887332
Encuadernación
Tapa dura
Número de edición
2
Número de páginas
286
Contacto del fabricante
no disponible
Persona responsable
no disponible