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hdmed  

Methods for Mediation Analysis with High-Dimensional Mediators
View on CRAN: Click here


Download and install hdmed package within the R console
Install from CRAN:
install.packages("hdmed")

Install from Github:
library("remotes")
install_github("cran/hdmed")

Install by package version:
library("remotes")
install_version("hdmed", "1.0.1")



Attach the package and use:
library("hdmed")
Maintained by
Dylan Clark-Boucher
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-02-27
Latest Update: 2023-02-27
Description:
A suite of functions for performing mediation analysis with high-dimensional mediators. In addition to centralizing code from several existing packages for high-dimensional mediation analysis, we provide organized, well-documented functions for a handle of methods which, though programmed their original authors, have not previously been formalized into R packages or been made presentable for public use. The methods we include cover a broad array of approaches and objectives, and are described in detail by both our companion manuscript---"Methods for Mediation Analysis with High-Dimensional DNA Methylation Data: Possible Choices and Comparison"---and the original publications that proposed them. The specific methods offered by our package include the Bayesian sparse linear mixed model (BSLMM) by Song et al. (2019); high-dimensional mediation analysis (HDMA) by Gao et al. (2019); high-dimensional multivariate mediation (HDMM) by Ch
How to cite:
Dylan Clark-Boucher (2023). hdmed: Methods for Mediation Analysis with High-Dimensional Mediators. R package version 1.0.1, https://cran.r-project.org/web/packages/hdmed. Accessed 22 Dec. 2024.
Previous versions and publish date:
1.0.0 (2023-02-27 09:42)
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