Sparse-Group SLOPE: Adaptive Bi-Level Selection with FDR Control


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Documentation for package ‘sgs’ version 0.2.0

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arma_mv Matrix Product in RcppArmadillo.
arma_sparse Matrix Product in RcppArmadillo.
as_sgs Fits the adaptively scaled SGS model (AS-SGS).
atos Adaptive three operator splitting (ATOS).
coef.sgs Extracts coefficients for one of the following object types: '"sgs"', '"sgs_cv"', '"gslope"', '"gslope_cv"'.
fit_gslope Fit a gSLOPE model.
fit_gslope_cv Fit a gSLOPE model using k-fold cross-validation.
fit_sgs Fit an SGS model.
fit_sgs_cv Fit an SGS model using k-fold cross-validation.
gen_pens Generate penalty sequences for SGS.
gen_toy_data Generate toy data.
plot.sgs Plot models of the following object types: '"sgs"', '"sgs_cv"', '"gslope"', '"gslope_cv"'.
predict.sgs Predict using one of the following object types: '"sgs"', '"sgs_cv"', '"gslope"', '"gslope_cv"'.
print.sgs Print a '"sgs"' object.
scaled_sgs Fits a scaled SGS model.