TwoSampleTest.HD

A Two-Sample Test for the Equality of Distributions for High-Dimensional Data

CRAN Package

For high-dimensional data whose main feature is a large number, p, of variables but a small sample size, the null hypothesis that the marginal distributions of p variables are the same for two groups is tested. We propose a test statistic motivated by the simple idea of comparing, for each of the p variables, the empirical characteristic functions computed from the two samples. If one rejects this global null hypothesis of no differences in distributions between the two groups, a set of permutation p-values is reported to identify which variables are not equally distributed in both groups.

  • Version1.2
  • R version≥ 3.5.0
  • LicenseGPL-2
  • Needs compilation?No
  • Last release02/27/2023

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