mma - Multiple Mediation Analysis

Used for general multiple mediation analysis. The analysis method is described in Yu and Li (2022) (ISBN: 9780367365479) "Statistical Methods for Mediation, Confounding and Moderation Analysis Using R and SAS", published by Chapman and Hall/CRC; and Yu et al.(2017) <DOI:10.1016/j.sste.2017.02.001> "Exploring racial disparity in obesity: a mediation analysis considering geo-coded environmental factors", published on Spatial and Spatio-temporal Epidemiology, 21, 13-23.

Last updated 1 years ago

3.94 score 1 stars 1 dependents 58 scripts 554 downloads

mlma - Multilevel Mediation Analysis

Do multilevel mediation analysis with generalized additive multilevel models. The analysis method is described in Yu and Li (2020), "Third-Variable Effect Analysis with Multilevel Additive Models", PLoS ONE 15(10): e0241072.

Last updated 1 years ago

3.84 score 1 stars 69 scripts 323 downloads

mmabig - Multiple Mediation Analysis for Big Data Sets

Used for general multiple mediation analysis with big data sets.

Last updated 1 years ago

2.15 score 14 scripts 192 downloads

BayesianMediationA - Bayesian Mediation Analysis

We perform general mediation analysis in the Bayesian setting using the methods described in Yu and Li (2022, ISBN:9780367365479). With the package, the mediation analysis can be performed on different types of outcomes (e.g., continuous, binary, categorical, or time-to-event), with default or user-defined priors and predictive models. The Bayesian estimates and credible sets of mediation effects are reported as analytic results.

Last updated 2 years ago

jagscpp

2.00 score 2 scripts 351 downloads

hdbma - Bayesian Mediation Analysis with High-Dimensional Data

Mediation analysis is used to identify and quantify intermediate effects from factors that intervene the observed relationship between an exposure/predicting variable and an outcome. We use a Bayesian adaptive lasso method to take care of the hierarchical structures and high dimensional exposures or mediators.

Last updated 1 years ago

jagscpp

1.00 score 184 downloads