bSCMDepndentGraphFastFunc {BiCausality}

bSCMDepndentGraphFastFunc function

Description

This function infers dependencies for all pairs of variables without bootstrapping.

Usage

bSCMDepndentGraphFastFunc(mat, IndpThs = 0.05)

Arguments

mat

is a matrix n by d where n is a number of transactions or samples and d is a number of dimensions.

IndpThs

is a threshold for the degree of dependency. In the independence test, to claim that any variables are dependent, the dependency degree must greater than this value significantly. The default is 0.05.

Value

This function returns results of dependency inference among variables.

E0

An adjacency matrix of undirected graph where there is an edge between any pair of variables if they are dependent.

E0raw

A matrix of the degree of dependency of variable pairs.

Examples

bSCMDepndentGraphFastFunc(mat)