random.component.selection: Function to randomly select the indices of the variables...

In clusterv: Assessment of Cluster Stability by Randomized Maps

Function to randomly select the indices of the variables selected by the random subspace projection

Description

It is used by the function random.subspace to randomly select the indices of the variables used for the random subspace projections. It randomly select a subset of the indices, that is a set of positive integers that correspond to the selected variables

Usage

random.component.selection(d = 2, d.original = 10)

Arguments

d	subspace dimension
d.original	dimension of the space from which components are randomly selected

Value

vector of the selected features: it contain the indices of the components randomly selected

Author(s)

Giorgio Valentini [e-mail]

See Also

random.subspace

Examples

# it generates a vector of 2 elements whose components are randomly 
# chosen from 1..10
random.component.selection(d = 2, d.original = 10)
# it generates a vector of 10 elements whose components are randomly 
# chosen from 1..1000
random.component.selection(d = 10, d.original = 1000)

clusterv documentation built on June 8, 2025, 10:21 a.m.