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 is available on ArXiv 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 (v0.1.0, v0.2.0, and v0.2.1) are still available as GitHub Releases at this page.