Other packages > Find by keyword >

LogisticCopula  

A Copula Based Extension of Logistic Regression
View on CRAN: Click here


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

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

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



Attach the package and use:
library("LogisticCopula")
Maintained by
Simon Boge Brant
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2024-06-28
Latest Update: 2024-06-28
Description:
An implementation of a method of extending a logistic regression model beyond linear effects of the co-variates. The extension in is constructed by first equating the logistic regression model to a naive Bayes model where all the margins are specified to follow natural exponential distributions conditional on Y, that is, a model for Y given X that is specified through the distribution of X given Y, where the columns of X are assumed to be mutually independent conditional on Y. Subsequently, the model is expanded by adding vine - copulas to relax the assumption of mutual independence, where pair-copulas are added in a stage-wise, forward selection manner. Some heuristics are employed during the process of selecting edges, as well as the families of pair-copula models. After each component is added, the parameters are updated by a (smaller) number of gradient steps to maximise the likelihood. When the algorithm has stopped adding edges, based the criterion that a new edge should improve the likelihood more than k times the number new parameters, the parameters are updated with a larger number of gradient steps, or until convergence.
How to cite:
Simon Boge Brant (2024). LogisticCopula: A Copula Based Extension of Logistic Regression. R package version 0.1.0, https://cran.r-project.org/web/packages/LogisticCopula. Accessed 07 Mar. 2026.
Previous versions and publish date:
No previous versions
Other packages that cited LogisticCopula R package
View LogisticCopula citation profile
Other R packages that LogisticCopula depends, imports, suggests or enhances
Complete documentation for LogisticCopula
Functions, R codes and Examples using the LogisticCopula R package
Full LogisticCopula package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

testDriveR  
Teaching Data for Statistics and Data Science
Provides data sets for teaching statistics and data science courses. It includes a sample of data f ...
Download / Learn more Package Citations See dependency  
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  
portalr  
Create Useful Summaries of the Portal Data
Download and generate summaries for the rodent, plant, ant, and weather data from the Portal Projec ...
Download / Learn more Package Citations See dependency  
ReviewR  
A Light-Weight, Portable Tool for Reviewing Individual Patient Records
A portable Shiny tool to explore patient-level electronic health record data and perform chart revi ...
Download / Learn more Package Citations See dependency  
SAMtool  
Stock Assessment Methods Toolkit
Simulation tools for closed-loop simulation are provided for the 'MSEtool' operating model to inform ...
Download / Learn more Package Citations See dependency  
lmSubsets  
Exact Variable-Subset Selection in Linear Regression
Exact and approximation algorithms for variable-subset selection in ordinary linear regression mode ...
Download / Learn more Package Citations See dependency  

26,264

R Packages

223,360

Dependencies

70,376

Author Associations

26,265

Publication Badges

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