Author | Madansky, Albert. author |
---|---|
Title | Prescriptions for Working Statisticians [electronic resource] / by Albert Madansky |
Imprint | New York, NY : Springer New York, 1988 |
Connect to | http://dx.doi.org/10.1007/978-1-4612-3794-5 |
Descript | XIX, 295 p. online resource |
0 A Thoughtful Studentโs Retrospective on Statistics 101 -- 0. Introduction -- 1. The Introductory Model -- 2. The Regression Model -- References -- 1 Testing for Normality -- 0. Introduction -- 1. Normal Plots -- 2. Regression Procedures -- 3. Studentized Range -- 4. Moment Checking -- 5. Standard Tests of Goodness-of-Fit -- 6. Evaluation -- Appendix I -- References -- 2 Testing for Homoscedasticity -- 0. Introduction -- 1. Comparing Variances of Two Normal Distributions -- 2. Testing Homoscedasticity of Many Populations -- 3. Regression Residuals -- 4. Testing Homoscedasticity of Regression Residuals -- Appendix I -- References -- 3 Testing for Independence of Observations -- 0. Introduction -- 1. Parametric Procedures -- 2. Nonparametric Procedures -- References -- 4 Identification of Outliers -- 0. Introduction -- 1. Normal Distribution -- 2. Nonparametric Procedures -- 3. Outliers in Regression -- References -- 5 Transformations -- 0. Introduction -- 1. Deflating Heteroscedastic Regressions -- 2. Variance Stabilizing Transformations -- 3. Power Transformations (BoxโCox) -- 4. Letter-Values and Boxplots -- 5. Power Transformations of Regression Independent Variables -- Appendix I -- References -- 6 Independent Variable Selection in Multiple Regression -- 0. Introduction -- 1. Criteria for Goodness of Regression Model -- 2. Stepwise Procedures -- 3. Multicollinearity -- References -- 7 Categorical Variables in Regression -- 0. Introduction -- 1. Two Sample Tests -- 2. Analysis of Variance via Regression (Model I) -- 3. Components of Variance (Model II) -- 4. Dichotomous Dependent Variables -- References -- 8 Analysis of Cross-Classified Data -- 0. Introduction -- 1. Independence in the r1 ร r2 Table -- 2. Log-Linear Models in the r1 ร r2 Table -- 3. The Three-Dimensional Table -- 4. Analysis of Cross-Classifications with Ordered Categories -- 5. Latent Class Model -- Appendix I -- Appendix II -- References -- Index of Reference Tables