Other packages > Find by keyword >

dplbnDE  

Discriminative Parameter Learning of Bayesian Networks by Differential Evolution
View on CRAN: Click here


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

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

Install by package version:
library("remotes")
install_version("dplbnDE", "0.1.3")



Attach the package and use:
library("dplbnDE")
Maintained by
Alejandro Platas-Lopez
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-01-10
Latest Update:
Description:
Implements Differential Evolution (DE) to train parameters of Bayesian Networks for optimizing the Conditional Log-Likelihood (Discriminative Learning) instead of the log-likelihood (Generative Learning). Any given Bayesian Network structure encodes assumptions about conditional independencies among the attributes and will result in an error if they do not hold in the data. Such an error includes the classification dimension. The main goal of Discriminative learning is to minimize this type of error. This package provides main variants of differential evolution described in Price & Storn (1996) and recent ones, described in Tanabe & Fukunaga (2014) and Zhang & Sanderson (2009) with adaptation mechanism for factor mutarion and crossover rate.
How to cite:
Alejandro Platas-Lopez (2022). dplbnDE: Discriminative Parameter Learning of Bayesian Networks by Differential Evolution. R package version 0.1.3, https://cran.r-project.org/web/packages/dplbnDE. Accessed 05 Jun. 2026.
Previous versions and publish date:
0.1.1 (2022-01-10 18:42), 0.1.2 (2023-04-01 17:40), 0.1.3 (2023-08-18 19:42)
Other packages that cited dplbnDE R package
View dplbnDE citation profile
Other R packages that dplbnDE depends, imports, suggests or enhances
Functions, R codes and Examples using the dplbnDE R package
Some associated functions: DE . DEbest . DErand . basGen . car . dplbnDE . getPBest . individual . jade . keepSum . lev2 . lev3 . lshade . meanL . meanWL . parGen . plot.DE . population . print.DE . randC . randN . reflect . strRep . vec . vec2net . 
Some associated R codes: 0dplbnDE-doc.R . DEbest.R . DErand.R . jade.R . lshade.R . methods.R . utils.R .  Full dplbnDE package functions and examples
Downloads during the last 30 days

Today's Hot Picks in Authors and Packages

msm  
Multi-State Markov and Hidden Markov Models in Continuous Time
Functions for fitting continuous-time Markov and hidden Markov multi-state models to longitudinal d ...
Download / Learn more Package Citations See dependency  
crossurr  
Cross-Fitting for Doubly Robust Evaluation of High-Dimensional Surrogate Markers
Doubly robust methods for evaluating surrogate markers as outlined in: Agniel D, Hejblum BP, Thiebau ...
Download / Learn more Package Citations See dependency  
ibb  
R Wrapper for Istanbul Municipality Open Data Portal
Call wrappers for Istanbul Metropolitan Municipality's Open Data Portal (Turkish: Istanbul B ...
Download / Learn more Package Citations See dependency  
envirem  
Generation of ENVIREM Variables
Generation of bioclimatic rasters that are complementary to the typical 19 bioclim variables. ...
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  

27,268

R Packages

233,548

Dependencies

72,590

Author Associations

27,205

Publication Badges

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