private_nn_resample: Resample points to preserve privacy

In matweldon/privateKDE: Privacy Preserving Nearest Neighbour Kernel Resampling for Map Data

Resample points to preserve privacy

Description

This function takes a set of x,y coordinates and resamples them according to a nearest-neighbour kernel, so that points in sparser parts of the distribution have a larger bandwidth, and their kernels overlap with high probability on the kernels of at least K other points

Usage

private_nn_resample(x, id = NULL, K = 5, size = nrow(x))

Arguments

x	a two-column matrix of coordinates
id	a vector of integers representing group membership (default NULL)
K	the number of nearest neighbours each kernel must overlap with default 5.
size	the number of points to sample. Default nrow(x)

Value

a two-column matrix of resampled points

matweldon/privateKDE documentation built on May 25, 2022, 6:15 a.m.