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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