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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.

Version: 1.2.0
Depends: yaImpute
Suggests: knitr, rmarkdown, testthat
Published: 2019-06-07
DOI: 10.32614/CRAN.package.intrinsicDimension
Author: Kerstin Johnsson, Lund University
Maintainer: Kerstin Johnsson <kerstin.johnsson at hotmail.com>
License: MIT + file LICENSE
NeedsCompilation: no
Materials: README NEWS
CRAN checks: intrinsicDimension results

Documentation:

Reference manual: intrinsicDimension.pdf
Vignettes: Overview of intrinsicDimension package

Downloads:

Package source: intrinsicDimension_1.2.0.tar.gz
Windows binaries: r-devel: intrinsicDimension_1.2.0.zip, r-release: intrinsicDimension_1.2.0.zip, r-oldrel: intrinsicDimension_1.2.0.zip
macOS binaries: r-release (arm64): intrinsicDimension_1.2.0.tgz, r-oldrel (arm64): intrinsicDimension_1.2.0.tgz, r-release (x86_64): intrinsicDimension_1.2.0.tgz, r-oldrel (x86_64): intrinsicDimension_1.2.0.tgz
Old sources: intrinsicDimension archive

Reverse dependencies:

Reverse imports: pipeComp

Linking:

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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.