Skip to content
An R package for Simulation with Kernel Density Estimation
R
Branch: master
Clone or download
Fetching latest commit…
Cannot retrieve the latest commit at this time.
Permalink
Type Name Latest commit message Commit time
Failed to load latest commit information.
R
inst
man
revdep
tests
.Rbuildignore
.gitignore
DESCRIPTION
LICENSE
NAMESPACE
NEWS.md
README.md
cran-comments.md
simukde.Rproj

README.md

simukde

The R package for Simulation with Kernel Density Estimation

Features

  1. Generates random values from a univariate and multivariate continuous distribution by using kernel density estimation based on a sample.
  2. Finds the best fitting distribution from supported univariate continuous distributions for given data.

CRAN Page

https://cran.r-project.org/package=simukde

Example

## 1-dimensional data
data(faithful)
hist(faithful$eruptions)
res <- simukde::simulate_kde(x = faithful$eruptions, n = 1000)
hist(res$random.values)

## Simulation with the best fitting instrumental distribution
data(faithful)
par(mfrow = c(1, 3))
hist(faithful$eruptions)
fit <- simukde::find_best_fit(x = faithful$eruptions, positive = TRUE)
res <- simukde::simulate_kde(
  x = faithful$eruptions, n = 1000,
  distr = fit$distribution, parallel = FALSE
)
hist(res$random.values)
par(mfrow = c(1, 1))

## 2-dimensional data
data(faithful)
res <- simukde::simulate_kde(x = faithful, n = 100)
plot(res$kde, display = "filled.contour2")
points(x = res$random.values, cex = 0.25, pch = 16, col = "green")
points(x = faithful, cex = 0.25, pch = 16, col = "black")

Installation

From CRAN

install.packages("simukde")

From the repository on GitHub

install.packages("devtools")
devtools::install_github("galaamn/simukde")

Author

MAKHGAL Ganbold and BAYARBAATAR Amgalan, National University of Mongolia, 2018

Acknowledgment

Funding: This package has been done within the framework of the project Statistics and Optimization Based Methods for Identification of Cancer-Activated Biological Processes (P2017-2519) supported by the Asia Research Center, Mongolia and Korea Foundation for Advanced Studies, Korea.

The funders had no role in study design, analysis, decision to publish, or preparation of the package.

You can’t perform that action at this time.