perm-package {perm} | R Documentation |
Exact or Asymptotic linear permutation tests
Description
This package gives several methods for performing permutation tests.
Details
The package has three main functions, to perform linear permutation tests.
These tests are tests where the test statistic is the sum of the product of a covariate (usually group indicator) and the
scores. The three tests are: permTS
to perform two sample permutation tests,
permKS
to perform K-sample permutation tests,
permTREND
to perform trend permutation tests on numeric values.
By using suitable scores one can create
for example, the permutation t-test (general scores), the Wilcoxon rank sum test (rank scores),
the logrank test (need to use other functions to create these scores). The two sample test uses either
exact (network algorithm, complete enumeration, or Monte Carlo) or asymptotic calculations (using permutational
central limit theorem [pclt]), while the other tests use only the exact Monte Carlo or the pclt.
Most (if not all) of the tests here are also implemented in the coin
package.
This package provides an independent validation of that package.
The perm
package used by the interval
package, and perm
is described in Fay and Shaw (2010, Section 5).
Author(s)
Michael Fay
Maintainer: Michael Fay <mfay@niaid.nih.gov>
References
Fay, MP and Shaw, PA (2010). Exact and Asymptotic Weighted Logrank Tests for Interval Censored Data: The interval R package. Journal of Statistical Software. doi:10.18637/jss.v036.i02. 36 (2):1-34.