Distance to measure filter — filter

filter_dtm computes the Distance to measure filter.

filter_dtm(dist, k, p = 2, ...)

Arguments

dist	The distance matrix.
k	A numeric scalar deciding the number of neighbors to be considered
p	An optional numeric scalar denoting the exponent.
...	Further arguments.

A matrix object of filter values.

Distance to measure filter function is defined as \(f(x_i;k) = \frac{1}{k}\sum_{j=2}^{k+1} d^p(x_i,x_{(j)})^{1/p}\).

tp_data = chicken_generator(1)
tp_dist = dist(tp_data[,-1])
filter_dtm(dist = tp_dist, k=3)