Other packages > Find by keyword >

simml  

Single-Index Models with Multiple-Links
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("simml", "0.3.0")



Attach the package and use:
library("simml")
Maintained by
Hyung Park
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2019-05-24
Latest Update: 2021-05-25
Description:
A major challenge in estimating treatment decision rules from a randomized clinical trial dataset with covariates measured at baseline lies in detecting relatively small treatment effect modification-related variability (i.e., the treatment-by-covariates interaction effects on treatment outcomes) against a relatively large non-treatment-related variability (i.e., the main effects of covariates on treatment outcomes). The class of Single-Index Models with Multiple-Links is a novel single-index model specifically designed to estimate a single-index (a linear combination) of the covariates associated with the treatment effect modification-related variability, while allowing a nonlinear association with the treatment outcomes via flexible link functions. The models provide a flexible regression approach to developing treatment decision rules based on patients' data measured at baseline. We refer to Park, Petkova, Tarpey, and Ogden (2020) <doi:10.1016/j.jspi.2019.05.008> and Park, Petkova, Tarpey, and Ogden (2020) <doi:10.1111/biom.13320> (that allows an unspecified X main effect) for detail of the method. The main function of this package is simml().
How to cite:
Hyung Park (2019). simml: Single-Index Models with Multiple-Links. R package version 0.3.0, https://cran.r-project.org/web/packages/simml. Accessed 04 Jun. 2026.
Previous versions and publish date:
0.1.0 (2019-05-24 14:40), 0.2.0 (2021-02-09 14:10)
Other packages that cited simml R package
View simml citation profile
Other R packages that simml depends, imports, suggests or enhances
Complete documentation for simml
Functions, R codes and Examples using the simml R package
Some associated functions: der.link . fit.simml . generate.data . ordinal.data . pred.simml . simml . 
Some associated R codes: hello.R . simml.main.R .  Full simml package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

nextGenShinyApps  
Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency  
murphydiagram  
Murphy Diagrams for Forecast Comparisons
Data and code for the paper by Ehm, Gneiting, Jordan and Krueger ('Of Quantiles and Expectiles: Con ...
Download / Learn more Package Citations See dependency  
phers  
Calculate Phenotype Risk Scores
Use phenotype risk scores based on linked clinical and genetic data to study Mendelian disease and ...
Download / Learn more Package Citations See dependency  
crplyr  
A 'dplyr' Interface for Crunch
In order to facilitate analysis of datasets hosted on the Crunch data platform ...
Download / Learn more Package Citations See dependency  
AMPLE  
Shiny Apps to Support Capacity Building on Harvest Control Rules
Three Shiny apps are provided that introduce Harvest Control Rules (HCR) for fisheries management. ...
Download / Learn more Package Citations See dependency  
golem  
A Framework for Robust Shiny Applications
An opinionated framework for building a production-ready 'Shiny' application. This package contains ...
Download / Learn more Package Citations See dependency  

27,268

R Packages

233,548

Dependencies

72,590

Author Associations

27,205

Publication Badges

© Copyright since 2022. All right reserved, rpkg.net.  Based in Cambridge, Massachusetts, USA