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intRinsic
View on CRAN: Click
here
Download and install intRinsic package within the R console
Install from CRAN:
install.packages("intRinsic")
Install from Github:
library("remotes")
install_github("cran/intRinsic")
Install by package version:
library("remotes")
install_version("intRinsic", "1.1.0")
Attach the package and use:
library("intRinsic")
Maintained by
Francesco Denti
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2022-01-13
Latest Update: 2024-01-15
Description:
Provides 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.
In addition, the first reference contains an extended vignette on the usage of
the 'TWO-NN' and 'Hidalgo' models. References:
Denti (2023, );
Allegra et al. (2020, );
Denti et al. (2022, );
Facco et al. (2017, );
Santos-Fernandez et al. (2021, ).
How to cite:
Francesco Denti (2022). intRinsic: Likelihood-Based Intrinsic Dimension Estimators. R package version 1.1.0, https://cran.r-project.org/web/packages/intRinsic. Accessed 30 Jan. 2025.
Previous versions and publish date:
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Other R packages that intRinsic depends,
imports, suggests or enhances
Complete documentation for intRinsic
Functions, R codes and Examples using
the intRinsic R package
Some associated functions: Hidalgo . Swissroll . autoplot.Hidalgo . autoplot.gride_bayes . autoplot.gride_evolution . autoplot.gride_mle . autoplot.twonn_bayes . autoplot.twonn_linfit . autoplot.twonn_mle . auxHidalgo . clustering . compute_mus . generalized_ratios_distribution . gride . gride_evolution . id_by_class . intRinsic-package . reexports . twonn . twonn_decimated . twonn_decimation .
Some associated R codes: RcppExports.R . autoplot_gride.R . autoplot_hidalgo.R . autoplot_hidalgo_aux.R . autoplot_twonn.R . compute_mus.R . general_auxiliary.R . gera_distribution.R . gride.R . gride_bayes.R . gride_evolution.R . gride_mle.R . gride_mle_aux.R . hidalgo.R . hidalgo_Aux.R . hidalgo_postproc.R . intRinsic-package.R . rdir_exmcmcPack.R . twoNN.R . twonn_bayes.R . twonn_dec.R . twonn_dec_depr.R . twonn_dec_prop.R . twonn_dec_steps.R . twonn_linfit.R . twonn_mle.R . zzz.R . Full intRinsic package functions and examples
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