Other packages > Find by keyword >

ecpc  

Flexible Co-Data Learning for High-Dimensional Prediction
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("ecpc", "3.1.1")



Attach the package and use:
library("ecpc")
Maintained by
Mirrelijn M. van Nee
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2021-05-03
Latest Update: 2023-02-27
Description:
Fit linear, logistic and Cox survival regression models penalised with adaptive multi-group ridge penalties. The multi-group penalties correspond to groups of covariates defined by (multiple) co-data sources. Group hyperparameters are estimated with an empirical Bayes method of moments, penalised with an extra level of hyper shrinkage. Various types of hyper shrinkage may be used for various co-data. Co-data may be continuous or categorical. The method accommodates inclusion of unpenalised covariates, posterior selection of covariates and multiple data types. The model fit is used to predict for new samples. The name 'ecpc' stands for Empirical Bayes, Co-data learnt, Prediction and Covariate selection. See Van Nee et al. (2020) .
How to cite:
Mirrelijn M. van Nee (2021). ecpc: Flexible Co-Data Learning for High-Dimensional Prediction. R package version 3.1.1, https://cran.r-project.org/web/packages/ecpc
Previous versions and publish date:
2.0 (2021-05-03 09:20), 3.0 (2022-03-23 02:00), 3.1 (2022-05-13 16:30)
Other packages that cited ecpc R package
View ecpc citation profile
Other R packages that ecpc depends, imports, suggests or enhances
Downloads during the last 30 days
Get rewarded with contribution points by helping add
Reviews / comments / questions /suggestions ↴↴↴

Today's Hot Picks in Authors and Packages

rdbnomics  
Download DBnomics Data
R access to hundreds of millions data series from DBnomics API (). ...
Download / Learn more Package Citations See dependency  
critpath  
Setting the Critical Path in Project Management
Solving the problem of project management using CPM (Critical Path Method), PERT (Program Evaluation ...
Download / Learn more Package Citations See dependency  
mistral  
Methods in Structural Reliability
Various reliability analysis methods for rare event inference (computing failure probability and qua ...
Download / Learn more Package Citations See dependency  
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  
steepness  
Testing Steepness of Dominance Hierarchies
The steepness package computes steepness as a property of dominance hierarchies. Steepness is define ...
Download / Learn more Package Citations See dependency  
ftaproxim  
Fault Tree Analysis Based on Proxel Simulation
Calculation and plotting of instantaneous unavailabilities of basic events along with the top event ...
Download / Learn more Package Citations See dependency  

22,114

R Packages

188,080

Dependencies

55,244

Author Associations

22,115

Publication Badges

© Copyright 2022 - present. All right reserved, rpkg.net. Contact Us / Suggestions / Concerns