Print enspls.fs object.
Usage
# S3 method for enspls.fs
print(x, sort = TRUE, nvar = NULL, ...)
Arguments
- x
An object of class
enspls.fs
.- sort
Should the variables be sorted in decreasing order of importance?
- nvar
Number of top variables to show. Ignored if
sort = FALSE
.- ...
Additional parameters for
print
.
See also
See enspls.fs
for measuring feature importance with
ensemble sparse partial least squares regressions.
Author
Nan Xiao <https://nanx.me>
Examples
data("logd1k")
x <- logd1k$x
y <- logd1k$y
set.seed(42)
fs <- enspls.fs(
x, y,
reptimes = 5, maxcomp = 3,
alpha = c(0.3, 0.6, 0.9)
)
print(fs, nvar = 10L)
#> Variable Importance by Ensemble Sparse Partial Least Squares
#> ---
#> Importance
#> SlogP_VSA2 70.23155
#> Chi0n 43.24274
#> Chi1n 42.86634
#> LabuteASA 42.44808
#> Chi1 37.99326
#> HeavyAtomCount 36.06243
#> EState_VSA7 34.00841
#> NumValenceElectrons 32.67029
#> MolMR 31.76546
#> Chi0v 30.18469