Name : R-simsl
| |
Version : 0.2.1
| Vendor : obs://build_opensuse_org/devel:languages:R
|
Release : lp153.1.13
| Date : 2024-06-14 11:13:26
|
Group : Development/Libraries/Other
| Source RPM : R-simsl-0.2.1-lp153.1.13.src.rpm
|
Size : 0.23 MB
| |
Packager : (none)
| |
Summary : Single-Index Models with a Surface-Link
|
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().
|
RPM found in directory: /packages/linux-pbone/ftp5.gwdg.de/pub/opensuse/repositories/devel:/languages:/R:/autoCRAN/openSUSE_Leap_15.3/x86_64 |