bandwidths.default {mosum} | R Documentation |
Default choice for the set of multiple bandwidths
Description
Create bandwidths according to a default function of the sample size
Usage
bandwidths.default(n, d.min = 10, G.min = 10, G.max = min(n/2, n^(2/3)))
Arguments
n |
integer representing the sample size |
d.min |
integer for the minimal mutual distance of change points that can be expected |
G.min |
integer for the minimal allowed bandwidth |
G.max |
integer for the maximal allowed bandwidth |
Details
Returns an integer vector of bandwidths (G_1,...,G_m),
with G_0 = G_1 = max(G.min
, 2/3*d.min
), G_j+1 = G_j-1 + G_j (for j = 1, ..., m-1)
and m satisfying G_m <= G.max
while G_m+1 > G.max
.
Value
an integer vector of bandwidths
References
A. Meier, C. Kirch and H. Cho (2021) mosum: A Package for Moving Sums in Change-point Analysis. Journal of Statistical Software, Volume 97, Number 8, pp. 1-42. <doi:10.18637/jss.v097.i08>.
H. Cho and C. Kirch (2022) Two-stage data segmentation permitting multiscale change points, heavy tails and dependence. Annals of the Institute of Statistical Mathematics, Volume 74, Number 4, pp. 653-684.
Examples
bandwidths.default(1000, 10, 10, 200)