Multi-Layer Group-Lasso


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Documentation for package ‘MLGL’ version 1.0.0

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MLGL-package MLGL
bootstrapHclust Hierarchical Clustering with distance matrix computed using bootstrap replicates
coef.cv.MLGL Get coefficients from a 'cv.MLGL' object
coef.MLGL Get coefficients from a 'MLGL' object
computeGroupSizeWeight Compute the group size weight vector with an authorized maximal size
cv.MLGL Multi-Layer Group-Lasso with cross V-fold validation
Ftest F-test
fullProcess Full process of MLGL
fullProcess.default Full process of MLGL
fullProcess.formula Full process of MLGL
hierarchicalFDR Hierarchical testing with FDR control
hierarchicalFWER Hierarchical testing with FWER control
HMT Hierarchical Multiple Testing procedure
listToMatrix Obtain a sparse matrix of the coefficients of the path
MLGL Multi-Layer Group-Lasso
MLGL.default Multi-Layer Group-Lasso
MLGL.formula Multi-Layer Group-Lasso
overlapgglasso Group-lasso with overlapping groups
partialFtest Partial F-test
plot.cv.MLGL Plot the cross-validation obtained from 'cv.MLGL' function
plot.fullProcess Plot the path obtained from 'fullProcess' function
plot.HMT Plot the path obtained from 'HMT' function
plot.MLGL Plot the path obtained from 'MLGL' function
plot.stability.MLGL Plot the stability path obtained from 'stability.MLGL' function
predict.cv.MLGL Predict fitted values from a 'cv.MLGL' object
predict.MLGL Predict fitted values from a 'MLGL' object
print.fullProcess Print Values
print.HMT Print Values
print.MLGL Print Values
selFDR Selection from hierarchical testing with FDR control
selFWER Selection from hierarchical testing with FWER control
simuBlockGaussian Simulate multivariate Gaussian samples with block diagonal variance matrix
stability.MLGL Stability Selection for Multi-Layer Group-lasso
summary.fullProcess Object Summaries
summary.HMT Object Summaries
summary.MLGL Object Summaries
uniqueGroupHclust Find all unique groups in 'hclust' results