Concepedia

Cautions Regarding the Interpretation of Regression Coefficients and Hypothesis Tests in Linear Models with Interactions

Andrew F. Hayes, Carroll J. Glynn, Michael E. Huge

Communication Methods and Measures · 2012 · 136 citations · 17 references

Concepts

Social SciencesCommunicationCommunication Research MethodsCommunication TheoryCommunication ModelsData AnalysisData InterpretationLog-linear ModelsLatent Interaction ModelingLinear Communication ModelLinear ModelsLog-linear Interaction EffectsOne-sided Hypothesis TestsRegression-based Interaction AnalysisResearch JournalsTwo-sided Hypothesis Tests

Abstract

Manuscripts submitted to Communication Methods and Measures and most empirical journals in the field of communication frequently rely on some kind of linear model in the data analysis. Most of the ...

References

17

Multiple regression: testing and interpreting interactions

Choice Reviews Online · 1992 · 37.2K citations

Public Health, Biostatistics, Causal Inference +9

Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences

Freda Kemp · Journal of the Royal Statistical Society Series D (The Statistician) · 2003 · 9.4K citations

Social Sciences, Behavioral Sciences, Psychology +13

Interaction Effects in Multiple Regression.

Sarah Richardson, J. Jacard, Rob Turrisi et al. · Journal of the Royal Statistical Society Series D (The Statistician) · 1991 · 3.4K citations

Public Health, Sociology, Causal Inference +15

Computational procedures for probing interactions in OLS and logistic regression: SPSS and SAS implementations

Andrew F. Hayes, Jörg Matthes · Behavior Research Methods · 2009 · 2.4K citations · Full text

Education, Biostatistics, Statistical Computing +13

Probing Interactions in Fixed and Multilevel Regression: Inferential and Graphical Techniques

Daniel J. Bauer, Patrick J. Curran · Multivariate Behavioral Research · 2005 · 1.5K citations · Full text

Public Health, Biostatistics, Causal Inference +16