Joint Feature Screening via Sparse MLE


[Up] [Top]

Documentation for package ‘SMLE’ version 1.1.1

Help Pages

smle-package Joint SMLE-screening for generalized linear models
coef.selection Extract coefficient from fitted model
coef.smle Extract coefficient from fitted model
Gen_Data Data simulator for high-dimensional
logLik.selection Extract log-likelihood
logLik.smle Extract log-likelihood
plot.selection Plots to visualize the selection
plot.smle Plots to visualize the SMLE screening step
predict.selection Prediction based on SMLE screening and selection
predict.smle Prediction based on SMLE screening and selection
print.sdata Print a SMLE object
print.selection Print a SMLE object
print.smle Print a SMLE object
print.summary.smle Print a SMLE object
SMLE Joint feature screening via sparse maximum likelihood estimation for GLMs
SMLE.default Joint feature screening via sparse maximum likelihood estimation for GLMs
SMLE.formula Joint feature screening via sparse maximum likelihood estimation for GLMs
smle_select Elaborative feature selection with SMLE
smle_select.default Elaborative feature selection with SMLE
smle_select.sdata Elaborative feature selection with SMLE
smle_select.smle Elaborative feature selection with SMLE
summary.selection summary a SMLE object from SMLE
summary.smle summary a SMLE object from SMLE