Linear Dependence Statistics for High-Dimensional Data

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Documentation for package ‘ldstatsHD’ version 1.0.0

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ldstatsHD-package Linear Dependence Statistics for High-Dimensional data
agnesCoef AGNES coefficient
agnesLambdaSelection AGNES regularization parameter selection
aicAndbicLambdaSelection AIC/BIC regularization parameter selection
amseLambdaSelection Augmented-MSE regularization parameter selection
cor2mean Average square correlation by rows
cor2mean.adj adjusted average square correlation by rows
eqCorrMatTest equality of two correlation matrices test
eqCorTestByRows Correlation matrices test by rows
estradaIndex Estrada Index of a graph structure
graphCorr One minus graph correlation matrix
graphDist Inverse of the geodesic distance matrix
harmMeanDist Harmonic mean of network distances
lambdaSelection Regularization parameter selection based on network characteristics
ldstatsHD Linear Dependence Statistics for High-Dimensional data
pcLambdaSelection Path Connectivity regularization parameter selection
pcorSimulator Partial Correlation Matrix simulator
pcorSimulatorJoint joint partial correlation matrices simulator
plot.eqCorTestByRows plot for equality of two correlation matrices by rows test
plot.lambdaSelection Regularization parameter selection based on network characteristics
plot.pcorSim Partial correlation matrix simulator plot
plot.pcorSimJoint Joint partial correlation matrix simulator plot
plot.wfgl Joint partial correlation matrix estimator plot
plot.wfrl Joint regression coefficient matrix estimator plot
print.eqCorrMatTest equality of two correlation matrices test
print.eqCorTestByRows Correlation matrices test by rows
print.lambdaSelection Regularization parameter selection based on network characteristics
print.pcorSim Partial Correlation Matrix simulator
print.pcorSimulatorJoint joint partial correlation matrices simulator
print.wfgl weighted fused graphical lasso
print.wfrl joint estimation of multiple regression coefficient matrices
summary.eqCorrMatTest equality of two correlation matrices test
summary.eqCorTestByRows Correlation matrices test by rows
summary.lambdaSelection Regularization parameter selection based on network characteristics
summary.pcorSim Partial Correlation Matrix simulator
summary.pcorSimulatorJoint joint partial correlation matrices simulator
summary.wfgl weighted fused graphical lasso
summary.wfrl joint estimation of multiple regression coefficient matrices
vulLambdaSelection Vulnerability regularization parameter selection
wfgl weighted fused graphical lasso
wfrl joint estimation of multiple regression coefficient matrices