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simsl

Single-Index Models with a Surface-Link

v0.2.1 · Feb 12, 2021 · GPL-3

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" <arXiv:2006.00267v2> 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().

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Maintainer: ‘Hyung Park <parkh15@nyu.edu>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Hyung",
                      family = "Park",
                      role = c("aut", "cre"),
                      email = "parkh15@nyu.edu"),
               person(given = "Eva",
                      family = "Petkova",
                      role = "aut"),
               person(given = "Thaddeus",
                      family = "Tarpey",
                      role = "aut"),
               person(given = c("R.", "Todd"),
                      family = "Ogden",
                      role = "aut"))
as necessary.

The Description field contains
  dose rules" <arXiv:2006.00267v2> for detail of the method. The model
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Hyung Park <parkh15@nyu.edu>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Hyung",
                      family = "Park",
                      role = c("aut", "cre"),
                      email = "parkh15@nyu.edu"),
               person(given = "Eva",
                      family = "Petkova",
                      role = "aut"),
               person(given = "Thaddeus",
                      family = "Tarpey",
                      role = "aut"),
               person(given = c("R.", "Todd"),
                      family = "Ogden",
                      role = "aut"))
as necessary.

The Description field contains
  dose rules" <arXiv:2006.00267v2> for detail of the method. The model
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
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NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Hyung Park <parkh15@nyu.edu>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Hyung",
                      family = "Park",
                      role = c("aut", "cre"),
                      email = "parkh15@nyu.edu"),
               person(given = "Eva",
                      family = "Petkova",
                      role = "aut"),
               person(given = "Thaddeus",
                      family = "Tarpey",
                      
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Hyung Park <parkh15@nyu.edu>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = "Hyung",
                      family = "Park",
                      role = c("aut", "cre"),
                      email = "parkh15@nyu.edu"),
               person(given = "Eva",
                      family = "Petkova",
                      role = "aut"),
               person(given = "Thaddeus",
                      family = "Tarpey",
                      

Dependency Network

Dependencies Reverse dependencies mgcv simsl

Version History

new 0.2.1 Mar 9, 2026