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Applied regression including Computing and Graphics

Librairie Eyrolles - Paris 5e
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Applied regression including Computing and Graphics

Applied regression including Computing and Graphics

Dennis R. Cook, Sanford Weisberg

608 pages, parution le 10/08/1999

Résumé

Regression analysis is the study of the dependence of a response variable on one or more predictor variables. It is among the most widely used methods in statistics. In recent years, several new ways to approach regression have been presented. First, the types of models that might be used have been expanded from the traditional linear and nonlinear regression models to generalized linear models (GLMs) and others. Second, non- and semi-parametric approaches have been tried, but these have as yet only a limited impact on the general practice of statistics. Finally, computer graphics, including high quality images, motion, color, plot linking, and so on, have been applied to the regression problem. This book ties together all these modern trends in regression analysis using graphics as a unifying theme. The book present the essential theory and practice based on standard models and on selected non- and semi-parametric ideas.

Table of contents

Looking Forward and Back
Introduction to Regression
Introduction to Smoothing
Bivariate Distributions
Two-Dimensional Plots
Simple Linear Regression
Introduction to Multiple Linear Regression
Three-Dimensional Plots
Weights and Lack-of-Fit
Understanding Coefficients
Relating Mean Functions
Factors and Interactions
Response Transformations
Curvature and Nonconstant Variance
Influence and Outliers
Predictor Transformations
Model Assessment
Visualizing Regression
Visualizing Regression II
Graphical Regression
Binomial Regression
Binary Graphics and Diagnostics
Generalized Linear Models
Appendices
References

L'auteur - Sanford Weisberg

Sanford Weisberg, PhD, is Professor of Statistics and Director of the Statistical Consulting Service at the University of Minnesota. He has authored or coauthored three popular texts for John Wiley & Sons, Inc. and is a Fellow of the American Statistical Association.

Caractéristiques techniques

  PAPIER
Éditeur(s) Wiley
Auteur(s) Dennis R. Cook, Sanford Weisberg
Parution 10/08/1999
Nb. de pages 608
Format 16 x 24,2
Poids 1050g
EAN13 9780471317111

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