non-parametric permutation and signed paired-difference distributions
On Fri, Oct 14, 2011 at 11:38 AM, Michael Friendly <friendly at yorku.ca> wrote:
Hi all Consider the classic data below from Darwin on the heights of 15 pairs of zea mays (corn) plants either cross-fertilized or self-fertilized, where the goal is to see if it makes a difference.
head(ZeaMays)
?pair pot ?cross ? self ? diff 1 ? ?1 ? 1 23.500 17.375 ?6.125 2 ? ?2 ? 1 12.000 20.375 -8.375 3 ? ?3 ? 1 21.000 20.000 ?1.000 4 ? ?4 ? 2 22.000 20.000 ?2.000 5 ? ?5 ? 2 19.125 18.375 ?0.750 6 ? ?6 ? 2 21.500 18.625 ?2.875 ... I'd like to illustrate two types of non-parametric tests of whether the mean(diff) = 0. (a) Permutation test, where the values of, say self are permuted and diff=cross - self is calculated for each permutation. ?There are 15! permutations, but a reasonably large number of random permutations would suffice. (b) Test based on assigning each abs(diff) a + or - sign, and calculating the mean(diff). There are 2^15 such possible values, but again, a reasonably large number of random samples would do.
What do you mean by 'assigning each abs(diff) a + or - sign, and calculating the mean(diff)'? abs(diff) should be all positive, right?
This is obviously a case for apply and friends, but I can't quite see how to set it up. The complete data:
dput(ZeaMays)
structure(list(pair = 1:15, pot = structure(c(1L, 1L, 1L, 2L,
2L, 2L, 3L, 3L, 3L, 3L, 3L, 4L, 4L, 4L, 4L), .Label = c("1",
"2", "3", "4"), class = "factor"), cross = c(23.5, 12, 21, 22,
19.125, 21.5, 22.125, 20.375, 18.25, 21.625, 23.25, 21, 22.125,
23, 12), self = c(17.375, 20.375, 20, 20, 18.375, 18.625, 18.625,
15.25, 16.5, 18, 16.25, 18, 12.75, 15.5, 18), diff = c(6.125,
-8.375, 1, 2, 0.75, 2.875, 3.5, 5.125, 1.75, 3.625, 7, 3, 9.375,
7.5, -6)), row.names = c(NA, -15L), .Names = c("pair", "pot",
"cross", "self", "diff"), class = "data.frame")
-- Michael Friendly Email: friendly AT yorku DOT ca Professor, Psychology
Dept. York University Voice: 416 736-5115 x66249 Fax: 416 736-5814 4700
Keele Street Web: http://www.datavis.ca Toronto, ONT M3J 1P3 CANADA
______________________________________________ R-help at r-project.org mailing list https://stat.ethz.ch/mailman/listinfo/r-help PLEASE do read the posting guide http://www.R-project.org/posting-guide.html and provide commented, minimal, self-contained, reproducible code.