Pc_givena4nn: Probability of observing the ith nearest neighbour at...

Description Usage Arguments Details Value Author(s) See Also Examples

Description

This function gives the probability of observing the ith nearest neighbour at distance c given the previous 4 nearest neighbour distances, $P(d_i >= x | d_(i-1), d_(i-2), d_(i-3), d_(i-4))$

Usage

1
Pc_givena4nn(i, c, a, k1, k2, N)

Arguments

i

numeric, which nearest neighbour to consider

c

vector, the distance at which the ith NN was observed

a

vector, the distance at which the (i-1)th NN was observed, a <= c

k1

vector, number of previous neighbhour at distance d_i

k2

vector, number of preivous neighbhours at distance d_(i-1)

N

numeric, size of the dataset

Details

The probability is calculated by ranking the data and assuming that the data lie on a torus. For details see Dümcke et al. "A novel test for independence derived from an exact distribution of ith nearest neighbours" (PLoS ONE 2014)

Value

Probability vector

Author(s)

Sebastian Dümcke duemcke@mpipz.mpg.de

See Also

P_cge_ale, P_ceq

Examples

1
Pc_givena4nn(10,2:7,1:6,rep(0,6),rep(1,6),20)

knnIndep documentation built on May 2, 2019, 3:23 a.m.