R package citation, R package reverse dependencies, R package scholars, install an r package from GitHub hy is package acceptance pending why is package undeliverable amazon why is package on hold dhl tour packages why in r package r and r package full form why is r free why r is bad which r package to install which r package has which r package which r package version which r package readxl which r package ggplot which r package fread which r package license where is package.json where is package-lock.json where is package.swift where is package explorer in eclipse where is package where is package manager unity where is package installer android where is package manager console in visual studio who r package which r package to install which r package version who is package who is package deal who is package design r and r package full form r and r package meaning what r package has what package r what is package in java what is package what is package-lock.json what is package in python what is package.json what is package installer do r package can't install r packages r can't find package r can't load package can't load xlsx package r can't install psych package r can't install sf package r Write if else in NONMEM pk pd
semiArtificial
View on CRAN: Click
here
Download and install semiArtificial package within the R console
Install from CRAN:
install.packages("semiArtificial")
Install from Github:
library("remotes")
install_github("cran/semiArtificial") Install by package version:
library("remotes")
install_version("semiArtificial", "2.4.1") Attach the package and use:
library("semiArtificial")
Maintained by
Marko Robnik-Sikonja
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2014-02-26
Latest Update: 2021-09-23
Description:
Contains methods to generate and evaluate semi-artificial data sets.
Based on a given data set different methods learn data properties using machine learning algorithms and
generate new data with the same properties.
The package currently includes the following data generators:
i) a RBF network based generator using rbfDDA() from package 'RSNNS',
ii) a Random Forest based generator for both classification and regression problems
iii) a density forest based generator for unsupervised data
Data evaluation support tools include:
a) single attribute based statistical evaluation: mean, median, standard deviation, skewness, kurtosis, medcouple, L/RMC, KS test, Hellinger distance
b) evaluation based on clustering using Adjusted Rand Index (ARI) and FM
c) evaluation based on classification performance with various learning models, e.g., random forests.
How to cite:
Marko Robnik-Sikonja (2014). semiArtificial: Generator of Semi-Artificial Data. R package version 2.4.1, https://cran.r-project.org/web/packages/semiArtificial. Accessed 28 Aug. 2026.
Previous versions and publish date:
Other packages that cited semiArtificial R package
View semiArtificial citation profile
Other R packages that semiArtificial depends,
imports, suggests or enhances
Complete documentation for semiArtificial
Functions, R codes and Examples using
the semiArtificial R package
Some associated functions: cleanData . dataSimilarity . dsClustCompare . newdata . performanceCompare . rbfDataGen . semiArtificial-package . treeEnsemble .
Some associated R codes: dataQuality.R . densityTree.R . forestDataGen.R . init.R . misc.R . rbfDataGen.R . rndtrees.R . Full semiArtificial package functions and examples
Downloads during the last 30 days
Today's Hot Picks in Authors and Packages
mxnorm
Implements methods to normalize multiplexed imaging data, including
statistical metrics and visuali ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Coleman Harris (view profile)
RGIFT
Implementation of some functions to create quizzes
in the GIFT format. This format is used by sever ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Virgilio Gómez-Rubio (view profile)
shinyFeedback
Easily display user feedback in Shiny apps. ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Andy Merlino (view profile)
nextGenShinyApps
Nove responsive tools for designing and developing 'Shiny' dashboards and applications. The scripts ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Obinna Obianom (view profile)
NPflow
Dirichlet process mixture of multivariate normal, skew normal or skew t-distributions
modeling orie ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: Boris P Hejblum (view profile)
spatialCovariance
Functions that compute the spatial covariance matrix for the matern and power classes of spatial mod ...
Download / Learn more Package Citations See dependency
Download / Learn more Package Citations See dependency
Maintainer: David Clifford (view profile)
28,332
R Packages
239,283
Dependencies
75,283
Author Associations
28,333
Publication Badges
