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mgc
View on CRAN: Click
here
Download and install mgc package within the R console
Install from CRAN:
install.packages("mgc")
Install from Github:
library("remotes")
install_github("cran/mgc") Install by package version:
library("remotes")
install_version("mgc", "2.0.2") Attach the package and use:
library("mgc")
Maintained by
Eric Bridgeford
[Scholar Profile | Author Map]
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-04-12
Latest Update: 2020-06-23
Description:
Multiscale Graph Correlation (MGC) is a framework developed by Vogelstein et al. (2019) 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.
How to cite:
Eric Bridgeford (2018). mgc: Multiscale Graph Correlation. R package version 2.0.2, https://cran.r-project.org/web/packages/mgc. Accessed 28 Aug. 2026.
Previous versions and publish date:
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Other R packages that mgc depends,
imports, suggests or enhances
Complete documentation for mgc
Functions, R codes and Examples using
the mgc R package
Some associated functions: ConnCompLabel . DistCentering . DistRanks . LocalCov . Smoothing . Thresholding . discr.mnr . discr.rdf . discr.sims.cross . discr.sims.exp . discr.sims.fat_tails . discr.sims.linear . discr.sims.radial . discr.stat . discr.test.one_sample . discr.test.two_sample . discr.validator . gen.coefs . gen.sample.labels . gen.x.unif . mgc.dist.validator . mgc.dist.xfm . mgc.distance . mgc.ksample . mgc.localcorr.driver . mgc.localcorr . mgc.sims.2ball . mgc.sims.2sphere . mgc.sims.cubic . mgc.sims.exp . mgc.sims.joint . mgc.sims.linear . mgc.sims.quad . mgc.sims.random_rotate . mgc.sims.rotation . mgc.sims.sim_gmm . mgc.sims.spiral . mgc.sims.step . mgc.sims.ubern . mgc.sims.wshape . mgc.stat.driver . mgc.stat . mgc.test . mgc.validator . remove.isolates .
Some associated R codes: MGCDistTransform.R . MGCKSample.R . MGCLocalCorr.R . MGCPermutationTest.R . MGCSampleStat.R . discrPermutationTests.R . discrStat.R . remove_isolates.R . simulations.R . validators.R . Full mgc package functions and examples
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