manifoldSample: Manifold sampling: Gaussian KDE projected on truncated...

Description Usage Arguments Value

View source: R/DMapProjection.R

Description

Manifold sampling: Gaussian KDE projected on truncated diffusion maps basis.

Usage

1
manifoldSample(H0, g, m, mult = 0L, avgScatter = 0.1, seed = 42L)

Arguments

H0

The normalized sample matrix, n-by-m.

g

Diffusion map basis

m

Truncation order

mult

Multiple in sample size of the new sample; if 0, project the original sample.

avgScatter

Average relative scattering distance from the original sample.

seed

Seed for random number generation.

Value

A list: kde, KDE sample matrix, n-by-m x mult; kdem, manifold-reduced sample matrix, n-by-m x mult.


rudazhang/plmr documentation built on Aug. 30, 2021, 5:43 p.m.