Thresholding

localCorr

is the number of rows of localCorr

is the number of columns of localCorr

is the sample size of original data (which may not equal m or n in case of repeating data).

An auxiliary function that finds a region of significance in the local correlation map by thresholding.

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.

Thresholding: An auxiliary function that finds a region of significance in the local correlation map by thresholding.

Description

Usage

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Value