Automatic Generation of Initial Estimates for Population Pharmacokinetic Modeling

Provides automated methods for generating initial parameter estimates in population pharmacokinetic modeling. The pipeline integrates adaptive single-point methods, naive pooled graphic approaches, noncompartmental analysis methods, and parameter sweeping across pharmacokinetic models. It estimates residual unexplained variability using either data-driven or fixed-fraction approaches and assigns pragmatic initial values for inter-individual variability. These strategies are designed to improve model robustness and convergence in 'nlmixr2' workflows. For more details see Huang Z, Fidler M, Lan M, Cheng IL, Kloprogge F, Standing JF (2025) .


Reference manual

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install.packages("nlmixr2autoinit")

1.0.1 by Zhonghui Huang, 4 months ago


https://ucl-pharmacometrics.github.io/nlmixr2autoinit/, https://github.com/ucl-pharmacometrics/nlmixr2autoinit


Report a bug at https://github.com/ucl-pharmacometrics/nlmixr2autoinit/issues


Browse source code at https://github.com/cran/nlmixr2autoinit


Authors: Zhonghui Huang [aut, cre] , Joseph Standing [ctb] , Matthew Fidler [ctb] , Frank Kloprogge [ctb]


Documentation:   PDF Manual  


GPL (>= 3) license


Imports nlmixr2, nlmixr2est, rxode2, dplyr, tidyr, crayon, purrr, knitr, magrittr, progressr, tibble, vpc

Depends on nlmixr2data


Imported by nlmixr2auto.

Suggested by nlmixr2.


See at CRAN