Measurement Error Modelling using MCEM
An ANOVA function for fitted MCEMfit_glm
objects
An ANOVA function for fitted refitME
objects
Extract log-Likelihoods for MCEMfit_lm
model objects
Extract log-Likelihoods for refitME
model objects
Function for fitting VGAM
capture-recapture (CR) model using the MCE...
Function for wrapping the MCEM algorithm on gam
objects
Function for fitting any likelihood-based model using the MCEM algorit...
Function for wrapping the MCEM algorithm on lm
or glm
objects
A wrapper function for correcting measurement error in predictor varia...
Function that replaces NA with zero for a matrix
Function that calculates a weighted variance
Fits measurement error models using Monte Carlo Expectation Maximization (MCEM). For specific details on the methodology, see: Greg C. G. Wei & Martin A. Tanner (1990) A Monte Carlo Implementation of the EM Algorithm and the Poor Man's Data Augmentation Algorithms, Journal of the American Statistical Association, 85:411, 699-704 <doi:10.1080/01621459.1990.10474930> For more examples on measurement error modelling using MCEM, see the 'RMarkdown' vignette: "'refitME' R-package tutorial".