Package: ustats 0.1.5
ustats: R Interface to Python Tools for Computing Higher-Order U-Statistics
Provides an R interface to the Python package 'u-stats' <https://pypi.org/project/u-stats/> for efficient computation of higher-order U-statistics using Einstein summation notation, implementing the methods of Chen, Zhang, and Liu (2025) <doi:10.48550/arXiv.2508.12627>. The package automatically converts R objects to 'NumPy' or 'PyTorch' tensors via 'reticulate' and supports GPU acceleration when 'PyTorch' with 'CUDA' is available. Python dependencies are declared via 'reticulate' and can be installed automatically on first use. Designed for large-scale statistical estimation where numerical stability and performance are critical.
Authors:
ustats_0.1.5.tar.gz
ustats_0.1.5.zip(r-4.7)ustats_0.1.5.zip(r-4.6)ustats_0.1.5.zip(r-4.5)
ustats_0.1.5.tgz(r-4.6-any)ustats_0.1.5.tgz(r-4.5-any)
ustats_0.1.5.tar.gz(r-4.7-any)ustats_0.1.5.tar.gz(r-4.6-any)
ustats_0.1.5.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
ustats/json (API)
NEWS
| # Install 'ustats' in R: |
| install.packages('ustats', repos = c('https://cxy0714.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/cxy0714/u-statistics-r/issues
Pkgdown/docs site:https://cxy0714.github.io
einsumstatisticsu-statisticsustats-r
Last updated from:cf40c189a6. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 136 | ||
| source / vignettes | OK | 160 | ||
| linux-release-x86_64 | OK | 138 | ||
| macos-release-arm64 | OK | 175 | ||
| macos-oldrel-arm64 | OK | 200 | ||
| windows-devel | OK | 143 | ||
| windows-release | OK | 95 | ||
| windows-oldrel | OK | 80 | ||
| wasm-release | OK | 93 |
Exports:check_ustats_setupsetup_ustatsustat
Dependencies:herejsonlitelatticeMatrixpngrappdirsRcppRcppTOMLreticulaterlangrprojrootwithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Check ustats Python Environment Status | check_ustats_setup |
| Set Up Python Environment for ustats | setup_ustats |
| Compute a Higher-Order U-Statistic via Python | ustat |
