Other packages > Find by keyword >

HDJM  

Penalized High-Dimensional Joint Model
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("HDJM", "0.1.0")



Attach the package and use:
library("HDJM")
Maintained by
Jiehuan Sun
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2023-09-02
Latest Update: 2023-09-02
Description:
Joint models have been widely used to study the associations between longitudinal biomarkers and a survival outcome. However, existing joint models only consider one or a few longitudinal biomarkers and cannot deal with high-dimensional longitudinal biomarkers. This package can be used to fit our recently developed penalized joint model that can handle high-dimensional longitudinal biomarkers. Specifically, an adaptive lasso penalty is imposed on the parameters for the effects of the longitudinal biomarkers on the survival outcome, which allows for variable selection. Also, our algorithm is computationally efficient, which is based on the Gaussian variational approximation method.
How to cite:
Jiehuan Sun (2023). HDJM: Penalized High-Dimensional Joint Model. R package version 0.1.0, https://cran.r-project.org/web/packages/HDJM. Accessed 21 Aug. 2026.
Previous versions and publish date:
0.1.0 (2023-09-02 10:00), (2026-07-09 08:06)
Other packages that cited HDJM R package
View HDJM citation profile
Other R packages that HDJM depends, imports, suggests or enhances
Complete documentation for HDJM
Functions, R codes and Examples using the HDJM R package
Full HDJM package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

quickcode  
Quick and Essential 'R' Tricks for Better Scripts
The NOT functions, 'R' tricks and a compilation of some simple quick plus often used 'R' codes to im ...
Download / Learn more Package Citations See dependency  
preputils  
Utilities for Preparation of Data Analysis
Miscellaneous small utilities are provided to mitigate issues with messy, inconsistent or high dimen ...
Download / Learn more Package Citations See dependency  
artfima  
ARTFIMA Model Estimation
Fit and simulate ARTFIMA. Theoretical autocovariance function and spectral density function for stat ...
Download / Learn more Package Citations See dependency  
potential  
Implementation of the Potential Model
Provides functions to compute the potential model as defined by Stewart (1941) ...
Download / Learn more Package Citations See dependency  

28,332

R Packages

239,283

Dependencies

75,034

Author Associations

28,333

Publication Badges

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