| print.sgs | R Documentation |
"sgs", "sgs_cv", "gslope", "gslope_cv".Prints out useful metric from a model fit.
## S3 method for class 'sgs'
print(x, ...)
x |
Object of one of the following classes: |
... |
further arguments passed to base function. |
A summary of the model fit(s).
fit_sgs(), fit_sgs_cv(), fit_gslope(), fit_gslope_cv(), fit_sgo(), fit_sgo_cv(), fit_goscar(), fit_goscar_cv()
Other SGS-methods:
as_sgs(),
coef.sgs(),
fit_sgo(),
fit_sgo_cv(),
fit_sgs(),
fit_sgs_cv(),
plot.sgs(),
predict.sgs(),
scaled_sgs()
Other gSLOPE-methods:
coef.sgs(),
fit_goscar(),
fit_goscar_cv(),
fit_gslope(),
fit_gslope_cv(),
plot.sgs(),
predict.sgs()
# specify a grouping structure
groups = c(rep(1:20, each=3),
rep(21:40, each=4),
rep(41:60, each=5),
rep(61:80, each=6),
rep(81:100, each=7))
# generate data
data = gen_toy_data(p=500, n=400, groups = groups, seed_id=3)
# run SGS
model = fit_sgs(X = data$X, y = data$y, groups = groups, type="linear", lambda = 1, alpha=0.95,
vFDR=0.1, gFDR=0.1, standardise = "l2", intercept = TRUE, verbose=FALSE)
# print model
print(model)
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