Interaction effects in linear and generalized linear models : examples and applications using Stata /: examples and applications using Stata. (2018)

• Record Type: Book
• Further Information: Note: Robert L. Kaufman, Temple University.
• Authors: Kaufman, Robert L
• Contents: Chapter 1: Introduction and Background; Overview: Why should you read this book?; The logic of Interaction effects in Linear Regression Models; The Logic of Interaction effects in Generalized linear Models; Diagnostic Testing and Consequences of Model Misspecification; Roadmap for the Rest of the Book; Chapter 2: Basics of Interpreting the Focal Variable's Effect in the Modeling Component; GFI Basics: Algebraic Regrouping, Point Estimates, and Sign Changes; Plotting Effects; Chapter 3: The Varying Significance of the Focal Variable's Effect; Johnson-Neyman Mathematically Derived Significance Region; Empirically-Defined Significance Region; Confidence Bounds and Error Bar Plots; Chapter 4: Linear (Identity Link) Models: Using the Predicted Outcome for Interpretation; Options for Display and Reference Values; Reference Values for the Other Predictors; Constructing Tables of Predicted Outcome Values; Charts and Plots of the Expected Value of the Outcome; Chapter 5: Non-identity Link Functions: Challenges of Interpreting Interactions in Non-Linear Models; Identifying the Issues; Mathematically Defining the Confounded Sources of Nonlinearity; Revisiting Options for Display and Reference Values; Solutions; Summary and Recommendations; Derivations and Calculations; Chapter 6: ICALC Toolkit: Syntax, Options, and Examples; Overview; INTSPEC: Interaction Specification Syntax and Options; GFI Tool: Syntax and Options; SIGREG Tool: Syntax and Options; EFFDISP Tool: Syntax and Options; OUTDISP Tool: Syntax and Options; Chapter 7: Linear Regression Model Applications; Overview; Single Moderator Example; The Effect of SES Moderated by Age; Two Moderators Example; Data and Testing; The Effect of Birth Cohort Moderated by Family Income; The Effect of Education Moderated by Family Income; The Effect of Family Income Moderated by Birth Cohort and Education; Special Topics; Chapter 8: Logistic Regression and Probit Applications; Overview; One Moderator Example; Three-Way Interaction Example (Interval by Nominal); Special Topics; Chapter 9: Multinomial Logistic Regression Applications; Overview; One Moderator Example; Two Moderators Example; Special Topics; Chapter 10: Ordinal Regression Models; Overview; One Moderator Example; Two Moderators Interaction Example (Nominal by Two Interval); Special Topics; Chapter 11: Count Models; Overview; Properties and Use of Count Models; One Moderator Example (Interval by Nominal); Three-Way Interaction Example (Interval by Interval by Nominal); Special Topics; Chapter 12: Extensions and Final Thoughts; Extensions; Final Thoughts: Do's, Don'ts, and Cautions; References; Appendix: Data For Examples;
• Publisher Details: Thousand Oaks : SAGE Publications, Inc
• Publication Date: 2018
• Extent: 1 online resource (618 pages)
• Subjects: 519.5/36; Regression analysis; Regression analysis -- Data processing; Mathematical statistics; Mathematical statistics -- Data processing; Linear models (Statistics)
• Languages: English
• ISBNs: 9781506365398; 1506365396
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.