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) ). 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.


Reference manual

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install.packages("LSAMBA")

2024.1.1 by Auriane Gabaut, 8 months ago


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


Authors: Auriane Gabaut [aut, cre] , Mélanie Prague [aut] , Marc Lavielle [aut] (for former code of Rsmlx and connectors)


Documentation:   PDF Manual  


GPL (>= 3) license


Imports doParallel, dplyr, ggplot2, grDevices, latex2exp, MASS, parallel, sharp, stringr

Depends on Rsmlx, foreach

System requirements: 'Monolix' (<https://monolixsuite.slp-software.com/monolix/2024R1/>)


See at CRAN