Package: intrinsicDimension 1.2.0

intrinsicDimension: Intrinsic Dimension Estimation

A variety of methods for estimating intrinsic dimension of data sets (i.e the manifold or Hausdorff dimension of the support of the distribution that generated the data) as reviewed in Johnsson, K. (2016, ISBN:978-91-7623-921-6) and Johnsson, K., Soneson, C. and Fontes, M. (2015) <doi:10.1109/TPAMI.2014.2343220>. Furthermore, to evaluate the performance of these estimators, functions for generating data sets with given intrinsic dimensions are provided.

Authors:Kerstin Johnsson, Lund University

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intrinsicDimension.pdf |intrinsicDimension.html✨
intrinsicDimension/json (API)
NEWS

# Install 'intrinsicDimension' in R:
install.packages('intrinsicDimension', repos = c('https://kjohnsson.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/kjohnsson/intrinsicdimension/issues

On CRAN:

Conda:

6.03 score 12 stars 1 packages 59 scripts 690 downloads 1 mentions 34 exports 1 dependencies

Last updated 6 years agofrom:58229b57cc. Checks:9 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKMar 24 2025
R-4.5-winOKMar 24 2025
R-4.5-macOKMar 24 2025
R-4.5-linuxOKMar 24 2025
R-4.4-winOKMar 24 2025
R-4.4-macOKMar 24 2025
R-4.4-linuxOKMar 24 2025
R-4.3-winOKMar 24 2025
R-4.3-macOKMar 24 2025

Exports:addNoiseasPointwiseEstimatorcornerPlanecutHyperPlanecutHyperSpheredancoDimEstdnoiseGaussHdnoiseNcChiessLocalDimEstessReferenceglobalIntrinsicDimensionhyperBallhyperCubehyperCubeEdgeshyperCubeFaceshyperSpherehyperTwinPeaksisotropicNormalknnDimEstlocalIntrinsicDimensionm14Manifoldm15ManifoldmaxLikGlobalDimEstmaxLikLocalDimEstmaxLikPointwiseDimEstmHeinManifoldneighborhoodsoblongNormalpcaLocalDimEstpcaOtpmPointwiseDimEstpointwiseIntrinsicDimensionswissRollswissRoll3SphtwinPeaks

Dependencies:yaImpute

Overview of intrinsicDimension package

Kerstin Johnsson

Rendered fromintrinsic-dimension-estimation.Rmdusingknitr::rmarkdownon Mar 24 2025.

Last update: 2019-05-23
Started: 2017-09-25