fitfun.SP = SCAD.ncvreg
,
fitfun.SP = MCP.ncvreg
. The previous established methods
are ridge.glmnet
. lasso.glmnet
,
adalasso.glmnet
, and adalassoCV.glmnet
.Fix the function corresponding to the
intercept
argument. The intercept argument controls whether
to include the intercept, but since the SPSP algorithm estimates the
intercept separately. It needs to be dealt with separately.
The standardize
only control the standardization of
covariates.
Implement the Selection by Partitioning the Solution Paths procedure in the SPSP() and SPSP_step() functions;
Add fitfun.SP functions to obtain the solution paths for the SPSP algorithm;
Include one high-dimensional data for illustration purpose.