Distributed Estimation in Single-Index Models with Multiple Links ('Desimml')

Provides a user-friendly wrapper for fitting Distributed Single-Index Models with Multiple Links ('SIMML'). It estimates a linear combination (single-index) of baseline covariates X and models the treatment-specific outcome y via treatment-specific, non-parametrically estimated link functions. This allows flexible modelling of complex relationships between covariates, treatments and outcomes.


Reference manual

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install.packages("Desimml")

0.1.4 by Guangbao Guo, 7 months ago


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


Authors: Guangbao Guo [aut, cre]


Documentation:   PDF Manual  


MIT + file LICENSE license


Imports stats, mgcv

Suggests knitr, rmarkdown, testthat


See at CRAN