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Techniques for analyzing the relationship between one (or more) "dependent" variables and "independent" variables.

7 votes
Accepted

A better presentation of linear regression model

One section of the paper is devoted to "Plotting Regression Coefficients". …
Bernd Weiss's user avatar
  • 7,330
8 votes

Mediation model with linear regression

You can run regression models separately, if you follow the Baron-Kenny approach. …
Bernd Weiss's user avatar
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16 votes
Accepted

How can I use logistic regression betas + raw data to get probabilities

I am simulating data for a simple bivariate logistic regression model $log(\frac{p}{1-p})=\beta_0 + \beta_1 \cdot x$: > set.seed(3124) > > ## Formula for converting logit to probabilities > ## Source …
Bernd Weiss's user avatar
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7 votes

How to do meta-regression analysis with SPSS?

He offers spss, stata, and sas macros for performing meta-analytic analyses (including meta-regression; metareg.sps) + PPT slides (analysis.ppt, interpretation.ppt). …
Bernd Weiss's user avatar
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4 votes

Is it necessary to report the bivariate correlations when reporting logistic regression?

You might want to check the following papers which discuss how to report findings from logistic regression analysis: Reporting results of a logistic regression Recommendations for the Assessment and … Reporting of Multivariable Logistic Regression in Transplantation Literature Logistic regression in the medical literature: Standards for use and reporting, with particular attention to one medical domain …
Bernd Weiss's user avatar
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68 votes

How exactly does one “control for other variables”?

In the following I am referring to this PDF document: "Multiple Regression Analysis: Estimation", which has a section on "A 'Partialling Out' Interpretation of Multiple Regression" (p. 83f.). … weight for lmEC.resid (see column Estimate, $\beta_{lmEC.resid}=0.50$) in this simple regression is equal to the multiple regression weight for covariate, which also is $0.50$ (see @EpiGrad's answer …
Bernd Weiss's user avatar
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9 votes

Interpretation of variance in multilevel logistic regression

Consequently, the values of the regression coefficients and higher-level variances are also rescaled, in addition to any real changes resulting from the changes in the model. … These implicit scale changes make it impossible to compare regression coefficients across models, or to investigate how variance components change. …
Bernd Weiss's user avatar
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