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
remotes::install_github("Fradenti/intRinsic")Simple example on Swissroll dataset
library(intRinsic)
X <- Swissroll(2000)
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
v1.0.1) are still available as GitHub Releases at this
page.