Package: mgc 2.0.2

Eric Bridgeford

mgc: Multiscale Graph Correlation

Multiscale Graph Correlation (MGC) is a framework developed by Vogelstein et al. (2019) <doi:10.7554/eLife.41690> that extends global correlation procedures to be multiscale; consequently, MGC tests typically require far fewer samples than existing methods for a wide variety of dependence structures and dimensionalities, while maintaining computational efficiency. Moreover, MGC provides a simple and elegant multiscale characterization of the potentially complex latent geometry underlying the relationship.

Authors:Eric Bridgeford [aut, cre], Censheng Shen [aut], Shangsi Wang [aut], Joshua Vogelstein [ths]

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mgc.pdf |mgc.html
mgc/json (API)

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

Peer review:

Bug tracker:https://github.com/neurodata/r-mgc/issues

On CRAN:

7.50 score 9 stars 2 packages 59 scripts 208 downloads 26 exports 10 dependencies

Last updated 4 years agofrom:53117f00ec. Checks:OK: 1 NOTE: 8. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 21 2024
R-4.5-win-x86_64NOTENov 21 2024
R-4.5-linux-x86_64NOTENov 21 2024
R-4.4-win-x86_64NOTENov 21 2024
R-4.4-mac-x86_64NOTENov 21 2024
R-4.4-mac-aarch64NOTENov 21 2024
R-4.3-win-x86_64NOTENov 21 2024
R-4.3-mac-x86_64NOTENov 21 2024
R-4.3-mac-aarch64NOTENov 21 2024

Exports:ConnCompLabeldiscr.sims.crossdiscr.sims.expdiscr.sims.fat_tailsdiscr.sims.lineardiscr.sims.radialdiscr.statdiscr.test.one_samplediscr.test.two_samplemgc.dist.xfmmgc.distancemgc.ksamplemgc.localcorrmgc.sims.2ballmgc.sims.2spheremgc.sims.cubicmgc.sims.expmgc.sims.jointmgc.sims.linearmgc.sims.quadmgc.sims.spiralmgc.sims.stepmgc.sims.ubernmgc.sims.wshapemgc.statmgc.test

Dependencies:abindbootenergygsllatticeMASSrasterRcppspterra

Class Dependence Simulations

Rendered fromclass_simulations.Rmdusingknitr::rmarkdownon Nov 21 2024.

Last update: 2019-08-29
Started: 2018-10-01

Discriminability Statistic

Rendered fromDiscriminability.Rmdusingknitr::rmarkdownon Nov 21 2024.

Last update: 2019-08-31
Started: 2017-11-03

MGC Statistic

Rendered fromMGC.Rmdusingknitr::rmarkdownon Nov 21 2024.

Last update: 2021-02-23
Started: 2017-11-02

Canonical Dependence Simulations

Rendered fromdep_simulations.Rmdusingknitr::rmarkdownon Nov 21 2024.

Last update: 2018-10-01
Started: 2018-10-01