nlmixr2autoinit: 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) <doi:10.1007/s10928-025-10000-z>.

Getting started

Package details

AuthorZhonghui Huang [aut, cre], Joseph Standing [ctb], Matthew Fidler [ctb], Frank Kloprogge [ctb]
MaintainerZhonghui Huang <huangzhonghui22@gmail.com>
LicenseGPL (>= 3)
Version1.0.0
URL https://github.com/ucl-pharmacometrics/nlmixr2autoinit
Package repositoryView on CRAN
Installation Install the latest version of this package by entering the following in R:
install.packages("nlmixr2autoinit")

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nlmixr2autoinit documentation built on Nov. 14, 2025, 1:07 a.m.