Skip to content

performance 0.14.0

Latest
Compare
Choose a tag to compare
@strengejacke strengejacke released this 22 May 14:44
· 9 commits to main since this release
931ecde

Breaking Changes

  • The "Increased SE" column in the output of check_collinearity() was renamed
    into "adj. VIF" (=adjusted VIF). Furthermore, the computation of the adjusted
    VIF now correctly accounts for the numbers of levels (i.e. degrees of freedom)
    for factors.

New functions

  • New function check_group_variation() to check within-/between-group
    variability (this function will replace check_heterogeneity_bias() in
    future releases.)

  • New functions performance_reliability() and performance_dvour(). These
    functions provide information about the reliability of group-level estimates
    (i.e., random effects) in mixed models.

Changes

  • Singularity checks with check_singularity() are now more efficient and also
    include the random effects for the dispersion component (from package
    glmmTMB). Furthermore, a check argument allows to check for general
    singularity (for the full model), or can return singularity checks for each
    random effects term separately.

Bug fixes

  • Fixed issue with wrong computation of pseudo-R2 for some models where the
    base-model (null model) was updated using the original data, which could
    include missing values. Now the model frame is used, ensuring the correct
    number of observations in the returned base-model, thus calculating the
    correct log-likelihood and returning the correct pseudo-R2.

  • Fixed examples in check_outliers().