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:Andreas Mändle [aut, cre]

PUcopulaSynth_0.1.0.tar.gz
PUcopulaSynth_0.1.0.zip(r-4.7-any)PUcopulaSynth_0.1.0.zip(r-4.6-any)PUcopulaSynth_0.1.0.zip(r-4.5-any)
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✨
DESCRIPTION
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

On CRAN:

1.70 score 16 exports 81 dependencies

Last updated from:f3ea55489d. Checks:5 ERROR, 3 WARNING, 1 OK. Indexed: yes.

Target	Result	Time
linux-devel	ERROR	128
source / vignettes	ERROR	239
linux-release	ERROR	124
macos-release	ERROR	140
macos-oldrel	ERROR	140
windows-devel	WARNING	82
windows-release	WARNING	95
windows-oldrel	WARNING	73
wasm-release	OK	114

Exports:backtransform_marginals check_if_binary check_if_integer check_if_trivial estimateMarginals find_closest_cat fitPUcopula generateSynthetic knnsmoother postprocessData preprocessData rank_bin_smooth save_original_classes save_original_varnames simulateCopula transform_u

Dependencies:caret class cli clock codetools cpp11 data.table diagram digest dplyr e1071 expm farver foreach future future.apply generics ggplot2 globals glue gower gtable hardhat ipred isoband iterators KernSmooth labeling lattice lava lifecycle listenv logspline lubridate magrittr MASS Matrix matrixStats ModelMetrics msm mvtnorm nlme nnet numDeriv parallelly pillar pkgconfig plyr pracma pROC prodlim progressr proxy PUcopula purrr R6 RANN RColorBrewer Rcpp recipes reshape2 rlang rpart S7 scales shape sparsevctrs SQUAREM stringi stringr survival tibble tidyr tidyselect timechange timeDate tzdb utf8 vctrs viridisLite withr

Vignettes and/or manual for this package failed to build, some documents may be unavailable. Please inspect thebuild logs for more information.

Citation

Development and contributors

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