Package: PUcopulaSynth 0.1.0


Andreas Mändle
PUcopulaSynth: Partition-of-Unity Copula Fitting and Synthesis for R
Fit multivariate distributions using a Partition-of-Unity copula dependence structure, estimate marginals, and generate synthetic data with factor pre/post-processing.
Authors:
PUcopulaSynth_0.1.0.tar.gz
PUcopulaSynth_0.1.0.zip(r-4.7)PUcopulaSynth_0.1.0.zip(r-4.6)PUcopulaSynth_0.1.0.zip(r-4.5)
PUcopulaSynth_0.1.0.tgz(r-4.6-any)PUcopulaSynth_0.1.0.tgz(r-4.5-any)
PUcopulaSynth_0.1.0.tar.gz(r-4.7-any)PUcopulaSynth_0.1.0.tar.gz(r-4.6-any)
PUcopulaSynth_0.1.0.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
card.svg |card.png
PUcopulaSynth/json (API)
| # Install 'PUcopulaSynth' in R: |
| install.packages('PUcopulaSynth', repos = c('https://amaendle.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/amaendle/pucopulasynth/issues
Last updated from:f3ea55489d. Checks:3 ERROR, 2 OK, 4 WARNING. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | ERROR | 127 | ||
| source / vignettes | OK | 207 | ||
| linux-release-x86_64 | WARNING | 137 | ||
| macos-release-arm64 | ERROR | 111 | ||
| macos-oldrel-arm64 | ERROR | 112 | ||
| windows-devel | WARNING | 89 | ||
| windows-release | WARNING | 97 | ||
| windows-oldrel | WARNING | 73 | ||
| wasm-release | OK | 121 |
Exports:backtransform_marginalscheck_if_binarycheck_if_integercheck_if_trivialestimateMarginalsfind_closest_catfitPUcopulagenerateSyntheticknnsmootherpostprocessDatapreprocessDatarank_bin_smoothsave_original_classessave_original_varnamessimulateCopulatransform_u
Dependencies:caretclasscliclockcodetoolscpp11data.tablediagramdigestdplyre1071expmfarverforeachfuturefuture.applygenericsggplot2globalsgluegowergtablehardhatipredisobanditeratorsKernSmoothlabelinglatticelavalifecyclelistenvlogsplinelubridatemagrittrMASSMatrixmatrixStatsModelMetricsmsmmvtnormnlmennetnumDerivparallellypillarpkgconfigplyrpracmapROCprodlimprogressrproxyPUcopulapurrrR6RANNRColorBrewerRcpprecipesreshape2rlangrpartS7scalesshapesparsevctrsSQUAREMstringistringrsurvivaltibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Estimate marginal models | estimateMarginals |
| Fit a PUcopula model | fitPUcopula |
| Generate synthetic data | generateSynthetic |
| k-NN smoother for numeric vectors (no DataSHIELD thresholds) | knnsmoother |
| Restore original factor structure after synthesis | postprocessData |
| Preprocess data before copula fitting | preprocessData |
| Save original names and classes | save_original_classes save_original_varnames |
| Draw from a fitted PUcopula | simulateCopula |