| Description |
1 online resource (608 pages) |
| Series |
Online access: SAGE SAGE Research Methods Core
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| Notes |
Series Editor's Introduction<br />Preface<br />Acknowledgments<br />About the Author<br />1. Introduction and Background<br /> Overview: Why Should You Read This Book?<br /> The Logic of Interaction Effects in Linear Regression Models<br /> The Logic of Interaction Effects in GLMs<br /> Diagnostic Testing and Consequences of Model Misspecification<br /> Roadmap for the Rest of the Book<br /> Chapter 1 Notes<br />PART I. PRINCIPLES<br />2. Basics of Interpreting the Focal Variable's Effect in the Modeling Component<br /> Mathematical (Geometric) Foundation for GFI<br /> GFI Basics: Algebraic Regrouping, Point Estimates, and Sign Changes<br /> Plotting Effects<br /> Summary<br /> Special Topics<br /> Chapter 2 Notes<br />3. The Varying Significance of the Focal Variable's Effect<br /> Test Statistics and Significance Levels<br /> JN Mathematically Derived Significance Region<br /> Empirically Defined Significance Region<br /> Confidence Bounds and Error Bar Plots<br /> Summary and Recommendations<br /> Chapter 3 Notes<br />4. Linear (Identity Link) Models: Using the Predicted Outcome for Interpretation<br /> Options for Display and Reference Values<br /> Reference Values for the Other Predictors (Z)<br /> Constructing Tables of Predicted Outcome Values<br /> Charts and Plots of the Expected Value of the Outcome<br /> Conclusion<br /> Special Topics<br /> Chapter 4 Notes<br />5. Nonidentity Link Functions: Challenges of Interpreting Interactions in Nonlinear Models<br /> Identifying the Issues<br /> Mathematically Defining the Confounded Sources of Nonlinearity<br /> Revisiting Options for Display and Reference Values<br /> Solutions<br /> Summary and Recommendations<br /> Derivations and Calculations<br /> Chapter 5 Notes<br />PART II. APPLICATIONS<br />6. ICALC Toolkit: Syntax, Options, and Examples<br /> Overview<br /> INTSPEC: Syntax and Options<br /> GFI Tool: Syntax and Options<br /> SIGREG Tool: Syntax and Options<br /> EFFDISP Tool: Syntax and Options<br /> OUTDISP Tool: Syntax and Options<br /> Next Steps<br /> Chapter 6 Notes<br />7. Linear Regression Model Applications<br /> Overview<br /> Single-Moderator Example<br /> Two-Moderator Example<br /> Special Topics<br /> Chapter 7 Notes<br />8. Logistic Regression and Probit Applications<br /> Overview<br /> One-Moderator Example (Nominal by Nominal)<br /> Three-Way Interaction Example (Interval by Interval by Nominal)<br /> Special Topics<br /> Chapter 8 Notes<br />9. Multinomial Logistic Regression Applications<br /> Overview<br /> One-Moderator Example (Interval by Interval)<br /> Two-Moderator Example (Interval by Two Nominal)<br /> Special Topics<br /> Chapter 9 Notes<br />10. Ordinal Regression Models<br /> Overview<br /> One-Moderator Example (Interval by Nominal)<br /> Two-Moderator Interaction Example (Nominal by Two Interval)<br /> Special Topics<br /> Chapter 10 Notes<br />11. Count Models<br /> Overview<br /> One-Moderator Example (Interval by Nominal)<br /> Three-Way Interaction Example (Interval by Interval by Nominal)<br /> Special Topics<br /> Chapter 11 Notes<br />12. Extensions and Final Thoughts<br /> Extensions<br /> Final Thoughts: Dos, Don'ts, and Cautions<br /> Chapter 12 Notes<br />Appendix: Data for Examples<br /> Chapter 2: One-Moderator Example<br /> Chapter 2: Two-Moderator Mixed Example<br /> Chapter 2: Two-Moderator Interval Example<br /> Chapter 2: Three-Way Interaction Example<br /> Chapter 3: One-Moderator Example<br /> Chapter 3: Two-Moderator Example<br /> Chapter 3: Three-Way Interaction Example<br /> Chapter 4: Tables One-Moderator Example and Figures Example 3<br /> Chapter 4: Tables Two-Moderator Example<br /> Chapter 4: Figures Examples 1 and 2<br /> Chapter 4: Figures Example 4<br /> Chapter 4: Tables Three-Way Interaction Example and Figures Example 5<br /> Chapter 5: Examples 1 and 2<br /> Chapter 5: Example 3<br /> Chapter 5: Example 4<br /> Chapter 6: One-Moderator Example<br /> Chapter 6: Two-Moderator Example<br /> Chapter 6: Three-Way Interaction Example<br /> Chapter 7: One-Moderator Example<br /> Chapter 7: Two-Moderator Example<br /> Chapter 8: One-Moderator Example<br /> Chapter 8: Three-Way Interaction Example<br /> Chapter 9: One-Moderator Example<br /> Chapter 9: Two-Moderator Example<br /> Chapter 10: One-Moderator Example<br /> Chapter 10: Two-Moderator Example<br /> Chapter 11: One-Moderator Example<br /> Chapter 11: Three-Way Interaction Example<br /> Chapter 12: Polynomial Example<br /> Chapter 12: Heckman Example<br /> Chapter 12: Survival Analysis Example<br />References<br /> Data Sources<br />Index<br /> |
| SUBJECT |
Stata. http://id.loc.gov/authorities/names/n88156843
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Stata. fast http://id.worldcat.org/fast/01375322 |
| Subject |
Linear models (Statistics)
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Mathematical statistics -- Data processing.
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Mathematical statistics.
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Regression analysis -- Data processing.
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Regression analysis.
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Linear models (Statistics)
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Mathematical statistics -- Data processing.
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Mathematical statistics.
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Regression analysis -- Data processing.
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Regression analysis.
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| Form |
Electronic book
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| ISBN |
9781071849187 |
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9781506365374 |
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1071849182 |
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1506365361 |
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150636537X |
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9781506365367 |
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