CRAN/E | TDAstats

TDAstats

Pipeline for Topological Data Analysis

Installation

About

A comprehensive toolset for any useR conducting topological data analysis, specifically via the calculation of persistent homology in a Vietoris-Rips complex. The tools this package currently provides can be conveniently split into three main sections: (1) calculating persistent homology; (2) conducting statistical inference on persistent homology calculations; (3) visualizing persistent homology and statistical inference. The published form of TDAstats can be found in Wadhwa et al. (2018) doi:10.21105/joss.00860. For a general background on computing persistent homology for topological data analysis, see Otter et al. (2017) doi:10.1140/epjds/s13688-017-0109-5. To learn more about how the permutation test is used for nonparametric statistical inference in topological data analysis, read Robinson & Turner (2017) doi:10.1007/s41468-017-0008-7. To learn more about how TDAstats calculates persistent homology, you can visit the GitHub repository for Ripser, the software that works behind the scenes at . This package has been published as Wadhwa et al. (2018) doi:10.21105/joss.00860.

Citation TDAstats citation info
github.com/rrrlw/TDAstats
System requirements C++11
Bug report File report

Key Metrics

Version 0.4.1
R ≥ 3.3
Published 2019-12-12 1591 days ago
Needs compilation? yes
License GPL-3
CRAN checks TDAstats results

Downloads

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Maintainer

Maintainer

Raoul Wadhwa

raoulwadhwa@gmail.com

Authors

Raoul Wadhwa

aut / cre

Andrew Dhawan

aut

Drew Williamson

aut

Jacob Scott

aut

Jason Cory Brunson

ctb

Shota Ochi

ctb

Material

Reference manual
Package source

Vignettes

Hypothesis testing with TDAstats
Data Input for TDAstats
Introduction to persistent homology with TDAstats

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

TDAstats archive

Depends

R ≥ 3.3

Imports

ggplot2 ≥ 2.2.1
Rcpp ≥ 0.12.15

Suggests

testthat ≥ 2.0.0
knitr
rmarkdown
covr

LinkingTo

Rcpp

Reverse Imports

lookout
TDAkit

Reverse Suggests

TDApplied