DistCentering

is a string that specifies which global correlation to build up-on, including 'mgc','dcor','mantel', and 'rank'

option

is a string that specifies whether ranking within column is computed or not.

optionRk

An auxiliary function that properly transforms the distance matrix X

internal

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.

DistCentering: An auxiliary function that properly transforms the distance matrix X

Description

Usage

Arguments

Value