Description Usage Arguments Details Value References Examples
Compute Rolling Mann-Whitney-Wilcoxon Test, Rolling Student t-test and Pettit test for homogeneity, NAs allow.
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serie |
numeric vector where the breakpoint is looked for |
n_period |
an integer specifying the minimal length of a complete period to consider |
man.whi
compute Mann-Whitney-Wilcoxon Test and stu
the Student t-test for all possible breaks in the serie and get the most significant break.In both test NA values are allow.
pettit
Compute the Pettit Test for Homogeneity. NA values are allow.
pettit
, man.whi
and stu
returns a list with the breakpoint index and its p value
index where the breakpoint is found
p value of the test
- Ruxton, G. D., jul 2006. The unequal variance t-test is an underused alternative to Student’s t-test and the Mann–Whitney U test. Behavioral Ecology 17 (4), 688–690. URL: http://academic.oup.com/beheco/article/17/4/688/215960/The-unequal-variance-ttest-is-an-underused
- Mann, H. B., Whitney, D. R., mar 1947. On a Test of Whether one of Two Random Variables is Stochastically Larger than the Other. The Annals of Mathematical Statistics 18 (1), 50–60. URL http://projecteuclid.org/euclid.aoms/1177730491
- Pettitt, A. N., 1979. A Non-Parametric Approach to the Change-Point Problem. Applied Statistics 28 (2), 126. URL https://www.jstor.org/stable/10.2307/2346729?origin=crossref
1 2 3 4 5 6 7 8 9 10 11 12 | # Make a serie with one breakpoint
x <- c(rnorm(60,1,1),rnorm(40,2,1))
# Look for break using pettit(), man.whi() and stu()
break_prosition_pettit <- pettit(serie = x)
break_prosition_man.whi <- man.whi(serie = x)
break_prosition_stu <- stu(serie = x)
plot(x)
abline(v = break_prosition_pettit$breaks,col='red')
abline(v = break_prosition_man.whi$breaks,col='blue')
abline(v = break_prosition_stu$breaks,col= 'green')
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