Package: USP 0.1.2

Thomas B. Berrett
USP: U-Statistic Permutation Tests of Independence for all Data Types
Implements various independence tests for discrete, continuous, and infinite-dimensional data. The tests are based on a U-statistic permutation test, the USP of Berrett, Kontoyiannis and Samworth (2020) <arxiv:2001.05513>, and shown to be minimax rate optimal in a wide range of settings. As the permutation principle is used, all tests have exact, non-asymptotic Type I error control at the nominal level.
Authors:
USP_0.1.2.tar.gz
USP_0.1.2.tar.gz(r-4.7-any)USP_0.1.2.tar.gz(r-4.6-any)
USP_0.1.2.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
USP/json (API)
| # Install 'USP' in R: |
| install.packages('USP', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated from:52cff1e3b9. Checks:4 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 101 | ||
| source / vignettes | OK | 150 | ||
| linux-release-x86_64 | OK | 104 | ||
| wasm-release | OK | 102 |
Exports:coeffsDiscStatFourierBasisFourierKernelInfKernKernStatsumbasisUSPUSP.testUSPFourierUSPFourierAdaptUSPFunctional
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Calculate coefficients of a function's series expansion | coeffs |
| Test statistic for dependence in contingency table | DiscStat |
| Fourier basis functions | FourierBasis |
| Kernel matrix for Fourier basis | FourierKernel |
| Kernel for infinite-dimensional example | InfKern |
| Test statistic calculated from two kernel matrices | KernStat |
| Kernel entries in infinite dimensional case | sumbasis |
| Permutation test of independence. | USP |
| Independence test for discrete data | USP.test |
| Independence test for continuous data | USPFourier |
| Adaptive permutation test of independence for continuous data. | USPFourierAdapt |
| Independence test for functional data | USPFunctional |