Rdimtools (version 1.1.2)

est.incisingball: Intrinsic Dimension Estimation with Incising Ball

Description

Incising ball methods exploits the exponential relationship of the number of samples contained in a ball and the radius of the incising ball.

Usage

est.incisingball(X)

Value

a named list containing containing

estdim

estimated intrinsic dimension.

Arguments

X

an \((n\times p)\) matrix or data frame whose rows are observations.

Author

Kisung You

References

fan_intrinsic_2009Rdimtools

Examples

# \donttest{
## create an example data with intrinsic dimension 2
X = cbind(aux.gensamples(dname="swiss"),aux.gensamples(dname="swiss"))

## acquire an estimate for intrinsic dimension
output = est.incisingball(X)
sprintf("* est.incisingball : estimated dimension is %d.",output$estdim)
# }