kjohnsson/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.

Getting started

Package details

AuthorKerstin Johnsson, Lund University
MaintainerKerstin Johnsson <[email protected]>
LicenseMIT + file LICENSE
Version1.1.0
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
install.packages("devtools")
library(devtools)
install_github("kjohnsson/intrinsicDimension")
kjohnsson/intrinsicDimension documentation built on Nov. 29, 2017, 8:21 a.m.