Literature DB >> 21487904

RMediation: an R package for mediation analysis confidence intervals.

Davood Tofighi1, David P MacKinnon.   

Abstract

This article describes the RMediation package,which offers various methods for building confidence intervals (CIs) for mediated effects. The mediated effect is the product of two regression coefficients. The distribution-of-the-product method has the best statistical performance of existing methods for building CIs for the mediated effect. RMediation produces CIs using methods based on the distribution of product, Monte Carlo simulations, and an asymptotic normal distribution. Furthermore, RMediation generates percentiles, quantiles, and the plot of the distribution and CI for the mediated effect. An existing program, called PRODCLIN, published in Behavior Research Methods, has been widely cited and used by researchers to build accurate CIs. PRODCLIN has several limitations: The program is somewhat cumbersome to access and yields no result for several cases. RMediation described herein is based on the widely available R software, includes several capabilities not available in PRODCLIN, and provides accurate results that PRODCLIN could not.

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Year:  2011        PMID: 21487904      PMCID: PMC3233842          DOI: 10.3758/s13428-011-0076-x

Source DB:  PubMed          Journal:  Behav Res Methods        ISSN: 1554-351X


  7 in total

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Authors:  David P MacKinnon; Matthew S Fritz; Jason Williams; Chondra M Lockwood
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Authors:  David P Mackinnon; Chondra M Lockwood; Jason Williams
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