A package with functions to estimate the intrinsic dimension of a
dataset via likelihood-based approaches. Specifically, the package
implements the TWO-NN
and Gride
estimators and
the Hidalgo
Bayesian mixture model.
To install the package from CRAN, run
install.packages("intRinsic")
To install the package from this GitHub repository, run
# install.packages("remotes")
#Turn off warning-error-conversion regarding package versions
Sys.setenv("R_REMOTES_NO_ERRORS_FROM_WARNINGS" = "true")
#install from github
::install_github("Fradenti/intRinsic") remotes
Simple example on Swissroll dataset
library(intRinsic)
<- Swissroll(2000)
X twonn(X)
The vignette for this package has been published in the
Journal of Statistical Software
. The article can be found
at this link.
Please help me improve this package by reporting suggestions, typos, and issues at this link.
Please note that the previous versions of the package (from
v0.1.0
to v1.0.2
) are still available as
GitHub Releases at this page.