# Likelihood-Based Intrinsic Dimension Estimators

## Documentation for package ‘intRinsic’ version 0.2.0

- DESCRIPTION file.

## Help Pages

autoplot.gride_bayes | Plot the simulated MCMC chains
autoplot.gride_evolution | Plot the evolution of 'Gride' estimates
autoplot.gride_mle | Plot the simulated bootstrap sample for the MLE 'Gride'
autoplot.Hidalgo | Plot the output of the 'Hidalgo' function
autoplot.twonn_bayes | Plot the output of the 'TWO-NN' model estimated via the Bayesian approach
autoplot.twonn_linfit | Plot the output of the 'TWO-NN' model estimated via least squares
autoplot.twonn_mle | Plot the output of the 'TWO-NN' model estimated via the Maximum Likelihood approach
compute_mus | Compute the ratio statistics needed for the intrinsic dimension estimation
dgera | The Generalized Ratio distribution
generalized_ratios_distribution | The Generalized Ratio distribution
gride | 'Gride': the Generalized Ratios ID Estimator
gride_evolution | 'Gride' evolution based on Maximum Likelihood Estimation
Hidalgo | Gibbs sampler for the 'Hidalgo' model
id_by_class | Stratification of the 'id' by an external categorical variable
print.gride_bayes | Print 'Gride' Bayes object
print.gride_evolution | Print 'Gride' evolution object
print.gride_mle | Print 'Gride' MLE object
print.Hidalgo | Print the Hidalgo object
print.hidalgo_psm | Print the summary of the clustering solution
print.mus | Print the ratio statistics output
print.twonn_bayes | Print 'TWO-NN' Bayes object
print.twonn_dec_by | Print 'TWO-NN' evolution object decimated via halving steps
print.twonn_dec_prop | Print 'TWO-NN' evolution object decimated via vector of proportions
print.twonn_linfit | Print TWO-NN Least Squares output
print.twonn_mle | Print 'TWO-NN' MLE output
psm_and_cluster | Posterior similarity matrix and partition estimation
rgera | The Generalized Ratio distribution
Swissroll | Generates a noise-free Swiss roll dataset
twonn | 'TWO-NN' estimator
twonn_decimated | Estimate the decimated 'TWO-NN' evolution with halving steps or vector of proportions