Interaction Effects in Multiple Regression
by James JaccardEdition: 2nd
Format: Paperback
Pub. Date: 2003-03-05
Publisher(s): Sage Publications, Inc
Other versions by this Author
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Summary
Interaction Effects in Multiple Regression has provided students and researchers with a readable and practical introduction to conducting analyses of interaction effects in the context of multiple regression. The new Second Edition will expand the coverage on the analysis of three-way interactions in multiple regression analysis.
Table of Contents
| Series Editor's Introduction | |
| Preface | |
| Chapter 1: Introduction | |
| The Concept of Interaction | |
| Simple Effects and Interaction Contrasts | |
| Simple Effects | |
| Interaction Contrasts | |
| A Review of Multiple Regression | |
| The Linear Model | |
| Hierarchical Regression | |
| Categorical Predictors and Dummy Variables | |
| Predicted Values in Multiple Regression | |
| Transformations of the Predictor Variables | |
| Overview of Book | |
| Chapter 2: Two-Way Interactions | |
| Regression Models with Product Terms | |
| Two Continuous Predictors | |
| The Traditional Regression Strategy | |
| The Form of the Interaction | |
| Interpreting the Regression Coefficients for the Product Term | |
| Interpreting the Regression Coefficients for the Component Terms | |
| Significance Tests and Confidence Intervals | |
| Multicollinearity | |
| Strength of the Interaction Effect | |
| A Numerical Example | |
| Graphical Presentation | |
| A Qualitative Predictor and a Continuous Predictor | |
| A Qualitative Moderator Variable | |
| A Continuous Moderator Variable | |
| More Than Two Groups for the Qualitative Variable | |
| Form of the Interaction | |
| Summary | |
| Chapter 3: Three-Way Interactions | |
| Three Continuous Predictors | |
| Qualitative and Continuous Predictors | |
| A Continuous Focal Independent Variable | |
| A Qualitative Focal Independent Variable | |
| Qualitative Variables with More than Two Levels | |
| Summary | |
| Chapter 4: Additional Considerations | |
| Selected Issues | |
| The BiLinear Nature of Interactions for Continuous Variables | |
| Calculating Coefficients of Focal Independent Variables at Different Moderator Values | |
| Partialing the Component Terms | |
| Transformations | |
| Multiple Interaction Effects | |
| Standardized and Unstandardized Coefficients | |
| Metric Properties | |
| Measurement Error | |
| Robust Analyses and Assumption Violations | |
| Within-Subject and Repeated-Measure Designs | |
| Ordinal and Disordinal Interactions | |
| Regions of Significance | |
| Confounded Interactions | |
| Optimal Experimental Designs and Statistical Power | |
| Covariates | |
| Control for Experimentwise Errors | |
| Omnibus Tests and Interaction Effects | |
| Some Common Misapplications | |
| Interaction Models with Clustered Data and Random Coefficient Models | |
| Continuous Versus Discrete Predictor Variables | |
| The Moderator Framework Revisited | |
| References | |
| Notes | |
| About the Authors |
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