local_gstar: Local G*

View source: R/localG-star.R

local_gstarR Documentation

Local G*

Description

Calculate the local Gi* statistic.

Usage

local_gstar(x, nb, wt, alternative = "two.sided", ...)

local_gstar_perm(x, nb, wt, nsim = 499, alternative = "two.sided", ...)

Arguments

x

A numeric vector.

nb

a neighbor list object for example as created by st_contiguity().

wt

a weights list as created by st_weights().

alternative

default "two.sided". Should be one of "greater", "less", or "two.sided" to specify the alternative hypothesis.

...

methods passed to spdep::localG() or spdep::localG_perm()

nsim

The number of simulations to run.

Value

a data.frame with columns:

  • gi: the observed statistic

  • e_gi: the permutation sample mean

  • var_gi: the permutation sample variance

  • p_value: the p-value using sample mean and standard deviation

  • p_folded_sim: p-value based on the implementation of Pysal which always assumes a two-sided test taking the minimum possible p-value

  • skewness: sample skewness

  • kurtosis: sample kurtosis

Examples

nb <- st_contiguity(guerry)
wt <- st_weights(nb)
x <- guerry$crime_pers

res <- local_gstar_perm(x, nb, wt)
head(res)

res <- local_gstar(x, nb, wt)
head(res)

JosiahParry/sfdep documentation built on Sept. 7, 2024, 6:15 a.m.