LSAMBA: Lasso-SAMBA Algorithm
Provides a lasso-based method for building mechanistic models using the SAMBA algorithm (Stochastic Approximation for Model Building Algorithm) (M Prague, M Lavielle (2022) <doi:10.1002/psp4.12742>). The package extends the 'Rsmlx' package (version 2024.1.0) to better handle high-dimensional data. It relies on the 'Monolix' software (version 2024R1; see (<https://monolixsuite.slp-software.com/monolix/2024R1/>), which must be installed beforehand.
| Version: |
2024.1.0 |
| Depends: |
R (≥ 2.10), Rsmlx (≥ 2024.1.0), foreach |
| Imports: |
doParallel, dplyr, ggplot2, grDevices, latex2exp, MASS, parallel, sharp, stringr |
| Published: |
2025-05-20 |
| Author: |
Auriane Gabaut [aut, cre],
Mélanie Prague [aut],
Marc Lavielle [aut] (for former code of Rsmlx and connectors) |
| Maintainer: |
Auriane Gabaut <auriane.gabaut at inria.fr> |
| License: |
GPL (≥ 3) |
| NeedsCompilation: |
no |
| SystemRequirements: |
'Monolix'
(<https://monolixsuite.slp-software.com/monolix/2024R1/>) |
| Materials: |
README |
| CRAN checks: |
LSAMBA results |
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