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ider (version 0.1.1)

Various Methods for Estimating Intrinsic Dimension

Description

An implementation of various methods for estimating intrinsic dimension of vector-valued dataset or distance matrix. Most methods implemented are based on different notion of fractal dimension such as the capacity dimension, the box-counting dimension, and the information dimension.

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Version

Install

install.packages('ider')

Monthly Downloads

179

Version

0.1.1

License

GPL-2

Maintainer

Hideitsu Hino

Last Published

February 10th, 2023

Functions in ider (0.1.1)

gendata

Data generator for intrinsic dimension estimation.
handD

Hand ratation data
pack

Intrinsic Dimension Estimation Using Packing Numbers.
ider-package

Algorithms for Estimating Intrinsic Dimensions.
side

Higher-order Local Information Dimension Estimator.
mada

Manifold-Adaptive Local Dimension Estimation.
lbmle

Maximum Likelihood Estimation of Intrinsic Dimension.
nni

Intrinsic Dimensionality Estimation from Near-Neighbor Information.
convU

Intrinsic Dimension Estimation with Convergence Property of a U-statistics.
corint

Intrinsic Dimension Estimation with Correlation Integral