
Interaction Effects in Multiple Regression
by Jaccard, James; Turrisi, Robert; Wan, Choi K.-
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Summary
Table of Contents
Series Editor's Introduction | |
Preface | |
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 | |
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 | |
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 | |
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 | |
Table of Contents provided by Ingram. All Rights Reserved. |
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