Measuring Multivariate Dependence Using Distance Multivariance


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Documentation for package ‘multivariance’ version 2.4.1

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multivariance-package multivariance: Measuring Multivariate Dependence Using Distance Multivariance
anscombe.extended Extended Anscombe's Quartett
cdm computes a doubly centered distance matrix
cdms computes the doubly centered distance matrices
clean.graph cleanup dependence structure graph
CMcor coupla versions of distance multicorrelation
coins dependence example: k-independent coin sampling
copula.multicorrelation coupla versions of distance multicorrelation
copula.multicorrelation.test independence tests using the copula versions of distance multivariance
copula.multivariance copula version of distance multivariance
dependence.structure determines the dependence structure
dep_struct_iterated_13_100 example dataset for 'dependence.structure'
dep_struct_ring_15_100 example dataset for 'dependence.structure'
dep_struct_several_26_100 example dataset for 'dependence.structure'
dep_struct_star_9_100 example dataset for 'dependence.structure'
emp.transf Monte Carlo empirical transform
fastdist fast Euclidean distance matrix
fastEuclideanCdm fast centered Euclidean distance matrix
find.cluster cluster detection
independence.test test for independence
layout_on_circles special igraph layout for the dependence structure visualization
m.multivariance m distance multivariance
Mcor distance multicorrelation
multicorrelation distance multicorrelation
multivariance distance multivariance
multivariance.pvalue transform multivariance to p-value
multivariance.test independence tests based on (total-/2-/3-) multivariance
multivariance.timing estimate of the computation time
multivariances.all simultaneous computation of multivariance and total/ 2-/ 3-multivariance
pearson.pvalue fast p-value approximation
pearson.qf approximate distribution function of a Gaussian quadratic form
rejection.level rejection level for the test statistic
resample.multivariance resampling (total /m-) multivariance
resample.pvalue p-value via resampling
resample.rejection.level rejection level via resampling
sample.cdms resamples doubly centered distance matrices
sample.cols resample the columns of a matrix
tetrahedron dependence example: tetrahedron sampling
total.multivariance total distance multivariance