[R-meta] Testing multicollinearity between categorical predictors
Dear Wolfgang, Thank you for the replay. I also thought about using VIF to evaluate multicollinearity, but there is a lot of criticism about the applicability of VIF for categorical predictors. There is a variation called GVIF. However, since the meta-analysis changes categorical predictors to dummy variables, I could not use it in R. I am not sure whether this is the best approach. Do you not other methods to evaluate or avoid potential multicollinearity among categorical moderators? Best wishes, Rafael. _______________________________________________________ *Prof. Dr. Rafael Rios Moura* *sciencia amabilis * Coordenador de Pesquisa e do NEPEE/CNPq Laborat?rio de Ecologia e Zoologia (LEZ) UEMG - Unidade Ituiutaba ORCID: http://orcid.org/0000-0002-7911-4734 Curr?culo Lattes: http://lattes.cnpq.br/4264357546465157 <http://orcid.org/0000-0002-7911-4734> <http://lattes.cnpq.br/4264357546465157> <http://lattes.cnpq.br/4264357546465157>Research Gate: https://www.researchgate.net/profile/Rafael_Rios_Moura2 <http://orcid.org/0000-0002-7911-4734> Rios de Ci?ncia: https://www.youtube.com/channel/UCu2186wIJKji22ai8tvlUfg <http://orcid.org/0000-0002-7911-4734> Em sex., 19 de jun. de 2020 ?s 05:40, Viechtbauer, Wolfgang (SP) < wolfgang.viechtbauer at maastrichtuniversity.nl> escreveu:
Dear Rafael, I don't know what "testing" for multicollinearity would entail. One could examine the variance inflation factors with vif(). What VIF values are considered "large" is debatable though. Best, Wolfgang
-----Original Message----- From: Rafael Rios [mailto:biorafaelrm at gmail.com] Sent: Wednesday, 17 June, 2020 2:28 To: Viechtbauer, Wolfgang (SP); r-sig-meta-analysis at r-project.org Subject: Testing multicollinearity between categorical predictors Dear Wolfgang and All, Is there a good method for testing multicollinearity between categorical predictors in meta-regression? I ran a mixed-effects MLMA using two categorical predictors and their interaction as moderators, but a Referee requested a test of multicollinearity. I did not find a good approach to solve this problem. Thank you in advance. Best wishes,
_______________________________________________________ Prof. Dr. Rafael Rios Moura sciencia amabilis Coordenador de Pesquisa e do NEPEE/CNPq Laborat?rio de Ecologia e Zoologia (LEZ) UEMG - Unidade Ituiutaba ORCID: http://orcid.org/0000-0002-7911-4734 Curr?culo Lattes: http://lattes.cnpq.br/4264357546465157 Research Gate: https://www.researchgate.net/profile/Rafael_Rios_Moura2 Rios de Ci?ncia: https://www.youtube.com/channel/UCu2186wIJKji22ai8tvlUfg