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simsl  

Single-Index Models with a Surface-Link
View on CRAN: Click here


Download and install simsl package within the R console
Install from CRAN:
install.packages("simsl")

Install from Github:
library("remotes")
install_github("cran/simsl")

Install by package version:
library("remotes")
install_version("simsl", "0.2.1")



Attach the package and use:
library("simsl")
Maintained by
Hyung Park
[Scholar Profile | Author Map]
First Published: 2019-10-09
Latest Update: 2021-02-12
Description:
An implementation of a single-index regression for optimizing individualized dose rules from an observational study. To model interaction effects between baseline covariates and a treatment variable defined on a continuum, we employ two-dimensional penalized spline regression on an index-treatment domain, where the index is defined as a linear combination of the covariates (a single-index). An unspecified main effect for the covariates is allowed, which can also be modeled through a parametric model. A unique contribution of this work is in the parsimonious single-index parametrization specifically defined for the interaction effect term. We refer to Park, Petkova, Tarpey, and Ogden (2020) <doi:10.1111/biom.13320> (for the case of a discrete treatment) and Park, Petkova, Tarpey, and Ogden (2021) "A single-index model with a surface-link for optimizing individualized dose rules" <doi:10.48550/arXiv.2006.00267> for detail of the method. The model can take a member of the exponential family as a response variable and can also take an ordinal categorical response. The main function of this package is simsl().
How to cite:
Hyung Park (2019). simsl: Single-Index Models with a Surface-Link. R package version 0.2.1, https://cran.r-project.org/web/packages/simsl. Accessed 18 Apr. 2025.
Previous versions and publish date:
0.1.0 (2019-10-09 16:50), 0.2.0 (2021-02-08 23:10)
Other packages that cited simsl R package
View simsl citation profile
Other R packages that simsl depends, imports, suggests or enhances
Complete documentation for simsl
Functions, R codes and Examples using the simsl R package
Some associated functions: chicago . der.link . fit.simsl . pred.simsl . simsl . warfarin . 
Some associated R codes: chicago.R . simsl.main.R . warfarin.R .  Full simsl package functions and examples
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