Applied Regression Including Computing and Graphics

R. Dennis Cook (Author), Sanford Weisberg (Author)

9780471317111, Wiley

Hardback, published 27 August 1999

632 pages
24 x 16.4 x 4 cm, 1.001 kg

"...with its up-to-date discussion of regression graphics at a very accessible level, Applied Regression Including Computing and Graphics is a must for everyone working in the area of regression analysis. I strongly recommend it as a text..." (Journal of the American Statistical Association, September 2001)
"...a must for everyone working in the area of regression analysis. I strongly recommend it as a text..." (Journal of the American Statistical Association, September 2001)

Mit Hilfe der Regressionsanalyse versucht man, einen Zusammenhang zwischen einer Systemantwort und einer oder mehreren bestimmenden Variablen zu finden. In den letzten Jahren wurden einige neue Regressionsverfahren entwickelt, die dieses Buch behandelt und - mit der graphischen Analyse als übergeordnetem Aspekt - vergleicht. (10/99)

Looking Forward and Back.

Introduction to Regression.

Introduction to Smoothing.

Bivariate Distributions.

Two-Dimensional Plots.

TOOLS.

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.

Diagnostics I: Curvature and Nonconstant Variance.

Diagnostics II: Influence and Outliers.

Predictor Transformations.

Model Assessment.

REGRESSION GRAPHICS.

Visualizing Regression.

Visualizing Regression with Many Predictors.

Graphical Regression.

LOGISTIC REGRESSION AND GENERALIZED LINEAR MODELS.

Binomial Regression.

Graphical and Diagnostic Methods for Logistic Regression.

Generalized Linear Models.

Appendix.

References.

Indexes.

Subject Areas: Mathematics [PB]