Package: GAparsimony 0.9.5

GAparsimony: Searching Parsimony Models with Genetic Algorithms

Methodology that combines feature selection, model tuning, and parsimonious model selection with Genetic Algorithms (GA) proposed in {Martinez-de-Pison} (2015) <doi:10.1016/j.asoc.2015.06.012>. To this objective, a novel GA selection procedure is introduced based on separate cost and complexity evaluations.

Authors:F.J. Martinez-de-Pison <[email protected]>

GAparsimony_0.9.5.tar.gz
GAparsimony_0.9.5.zip(r-4.7)GAparsimony_0.9.5.zip(r-4.6)GAparsimony_0.9.5.zip(r-4.5)
GAparsimony_0.9.5.tgz(r-4.6-any)GAparsimony_0.9.5.tgz(r-4.5-any)
GAparsimony_0.9.5.tar.gz(r-4.7-any)GAparsimony_0.9.5.tar.gz(r-4.6-any)
GAparsimony_0.9.5.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
GAparsimony/json (API)
NEWS

# Install 'GAparsimony' in R:

install.packages('GAparsimony', repos = c('https://jpison.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/jpison/gaparsimony/issues

On CRAN:

2.78 score 6 stars 9 scripts 217 downloads 22 exports 3 dependencies

Last updated from:cdaad1e009. Checks:9 OK. Indexed: yes.

Target	Result	Time
linux-devel-x86_64	OK	128
source / vignettes	OK	191
linux-release-x86_64	OK	119
macos-release-arm64	OK	144
macos-oldrel-arm64	OK	218
windows-devel	OK	77
windows-release	OK	72
windows-oldrel	OK	75
wasm-release	OK	102

Exports:clearConsoleLine ga_parsimony is.RStudio parsimony_control parsimony_crossover parsimony_importance parsimony_lrSelection parsimony_monitor parsimony_mutation parsimony_nlrSelection parsimony_population parsimony_rerank parsimony_summary plot plot.ga_parsimony print print.summary.ga_parsimony show startParallel stopParallel summary summary.ga_parsimony

Dependencies:codetools foreach iterators

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
GAparsimony	GAparsimony-package GAparsimony
GA-PARSIMONY	ga_parsimony numericOrNA print,ga_parsimony-method show,ga_parsimony-method
Class "ga_parsimony"	ga_parsimony-class
Virtual Class "matrixNULL" - Simple Class for matrix or NULL	matrixNULL-class
Virtual Class "numericOrNA" - Simple Class for subassignment Values	numericOrNA-class
Crossover operators in GA-PARSIMONY	parsimony_Crossover parsimony_crossover
Percentage of appearance of each feature in elitist population	parsimony_importance
Functions for monitoring GA-PARSIMONY algorithm evolution	parsimony_monitor
Mutation operators in GA-PARSIMONY	parsimony_Mutation parsimony_mutation
Population initialization in GA-PARSIMONY with a combined chromosome of model parameters and selected features	parsimony_Population parsimony_population
Function for reranking by complexity in parsimonious model selection process	parsimony_rerank
Selection operators in GA-PARSIMONY	parsimony_lrSelection parsimony_nlrSelection parsimony_Selection
Plot of GA evolution of elitists	plot,ga_parsimony-method plot.ga_parsimony
Summary for GA-PARSIMONY	print.summary.ga_parsimony summary,ga_parsimony-method summary.ga_parsimony