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USP

U-Statistic Permutation Tests of Independence for all Data Types

v0.1.2 · Jan 27, 2021 · MIT + file LICENSE

Description

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.

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r-devel-linux-x86_64-debian-clang NOTE
r-devel-linux-x86_64-debian-gcc NOTE
r-devel-linux-x86_64-fedora-clang OK
r-devel-linux-x86_64-fedora-gcc OK
r-devel-macos-arm64 OK
r-devel-windows-x86_64 OK
r-oldrel-macos-arm64 NOTE
r-oldrel-macos-x86_64 NOTE
r-oldrel-windows-x86_64 NOTE
r-patched-linux-x86_64 OK
r-release-linux-x86_64 OK
r-release-macos-arm64 OK
r-release-macos-x86_64 OK
r-release-windows-x86_64 OK
Check details (14 non-OK)
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Thomas B. Berrett <tom.berrett@warwick.ac.uk>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("Thomas", "B."),
                      family = "Berrett",
                      role = c("aut", "cre"),
                      email = "tom.berrett@warwick.ac.uk"),
               person(given = "Ioannis",
                      family = "Kontoyiannis",
                      role = "aut",
                      email = "yiannis@maths.cam.ac.uk"),
               person(given = c("Richard", "J."),
                      family = "Samworth",
                      role = "aut",
                      email = "r.samworth@statslab.cam.ac.uk"))
as necessary.

The Description field contains
  <arXiv:2001.05513>, and shown to be minimax rate optimal in a wide
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Thomas B. Berrett <tom.berrett@warwick.ac.uk>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("Thomas", "B."),
                      family = "Berrett",
                      role = c("aut", "cre"),
                      email = "tom.berrett@warwick.ac.uk"),
               person(given = "Ioannis",
                      family = "Kontoyiannis",
                      role = "aut",
                      email = "yiannis@maths.cam.ac.uk"),
               person(given = c("Richard", "J."),
                      family = "Samworth",
                      role = "aut",
                      email = "r.samworth@statslab.cam.ac.uk"))
as necessary.

The Description field contains
  <arXiv:2001.05513>, and shown to be minimax rate optimal in a wide
Please refer to arXiv e-prints via their arXiv DOI <doi:10.48550/arXiv.YYMM.NNNNN>.
OK r-devel-linux-x86_64-fedora-clang

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OK r-devel-linux-x86_64-fedora-gcc

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OK r-devel-macos-arm64

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OK r-devel-windows-x86_64

*


            
NOTE r-oldrel-macos-arm64

LazyData

  'LazyData' is specified without a 'data' directory
NOTE r-oldrel-macos-x86_64

LazyData

  'LazyData' is specified without a 'data' directory
NOTE r-oldrel-windows-x86_64

LazyData

  'LazyData' is specified without a 'data' directory
OK r-patched-linux-x86_64

*


            
OK r-release-linux-x86_64

*


            
OK r-release-macos-arm64

*


            
OK r-release-macos-x86_64

*


            
OK r-release-windows-x86_64

*


            

Check History

NOTE 9 OK · 5 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026
NOTE r-devel-linux-x86_64-debian-clang

CRAN incoming feasibility

Maintainer: ‘Thomas B. Berrett <tom.berrett@warwick.ac.uk>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("Thomas", "B."),
                      family = "Berrett",
                      role = c("aut", "cre"),
                      email = "tom.berrett@warwick.ac.uk"),
               person(given = "Ioannis",
                      family = "Kontoyiannis",
                      role = "aut",
                      email = "yiannis@maths.cam.ac.uk"),
NOTE r-devel-linux-x86_64-debian-gcc

CRAN incoming feasibility

Maintainer: ‘Thomas B. Berrett <tom.berrett@warwick.ac.uk>’

No Authors@R field in DESCRIPTION.
Please add one, modifying
  Authors@R: c(person(given = c("Thomas", "B."),
                      family = "Berrett",
                      role = c("aut", "cre"),
                      email = "tom.berrett@warwick.ac.uk"),
               person(given = "Ioannis",
                      family = "Kontoyiannis",
                      role = "aut",
                      email = "yiannis@maths.cam.ac.uk"),
NOTE r-oldrel-macos-arm64

LazyData

  'LazyData' is specified without a 'data' directory
NOTE r-oldrel-macos-x86_64

LazyData

  'LazyData' is specified without a 'data' directory
NOTE r-oldrel-windows-x86_64

LazyData

  'LazyData' is specified without a 'data' directory

Reverse Dependencies (1)

suggests

Dependency Network

Dependencies Reverse dependencies Rdpack Upsilon USP

Version History

new 0.1.2 Mar 10, 2026