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]

mgc_2.0.2.tar.gz
mgc_2.0.2.zip(r-4.5)mgc_2.0.2.zip(r-4.4)mgc_2.0.2.zip(r-4.3)
mgc_2.0.2.tgz(r-4.4-x86_64)mgc_2.0.2.tgz(r-4.4-arm64)mgc_2.0.2.tgz(r-4.3-x86_64)mgc_2.0.2.tgz(r-4.3-arm64)
mgc_2.0.2.tar.gz(r-4.5-noble)mgc_2.0.2.tar.gz(r-4.4-noble)
mgc_2.0.2.tgz(r-4.4-emscripten)mgc_2.0.2.tgz(r-4.3-emscripten)
mgc.pdf |mgc.html✨
mgc/json (API)

Peer review:

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

On CRAN:

26 exports 9 stars 2.01 score 10 dependencies 2 dependents 60 scripts 204 downloads

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

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