Bayes

Misc

• Packages
  • {blme} - Extends {lme4} to estimate Bayesian Linear Mixed Effects models
    • Functions for linear and generalized linear mixed-effects models
  • {MCMCglmm} - MCMC Multivariate Generalized Linear Mixed Models
  • {Blend} - Robust Bayesian Longitudinal Regularized Semiparametric Mixed Models
    • Can distinguish between time-varying interactions and constant-effect-only cases to avoid model misspecifications.
    • Uses spike-and-slab priors
    • C++ for fast, efficient MCMC
  • {mixedBayes} - Bayesian Longitudinal Regularized Quantile Mixed Model
• Resources
  • Bayesian Generalized Linear Mixed Effects Models for Deception Detection Analyses
    • An in-depth tutorial that uses {brms}, {emmeans}, {parameters}
• Papers
  • Bayesian Mixed-Effects Models for Multilevel Two-way Functional Data: Applications to EEG Experiments (Code)