Applied Regression Including Computing and Graphics

作者：R. Dennis Cook, Sanford Weisberg · 发表于：Wiley series in probability and statistics · 年份：1999 · DOI：10.1002/9780470316948 · 被引用次数：730 · 研究领域：Advanced Statistical Methods and Models、Statistical Methods and Inference、Multidisciplinary Science and Engineering Research

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.