Description
Contains methods to generate and evaluate semi-artificial data sets. Based on a given data set different methods learn data properties using machine learning algorithms and generate new data with the same properties. The package currently includes the following data generators: i) a RBF network based generator using rbfDDA() from package 'RSNNS', ii) a Random Forest based generator for both classification and regression problems iii) a density forest based generator for unsupervised data Data evaluation support tools include: a) single attribute based statistical evaluation: mean, median, standard deviation, skewness, kurtosis, medcouple, L/RMC, KS test, Hellinger distance b) evaluation based on clustering using Adjusted Rand Index (ARI) and FM c) evaluation based on classification performance with various learning models, e.g., random forests.
Downloads
289
Last 30 days
14269th
795
Last 90 days
3.7K
Last year
Trend: +3.2% (30d vs prior 30d)
CRAN Check Status
Show all 14 flavors
| Flavor | Status |
|---|---|
| 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 | OK |
| r-oldrel-macos-x86_64 | OK |
| r-oldrel-windows-x86_64 | 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 | OK |
Check details (2 non-OK)
CRAN incoming feasibility
Maintainer: ‘Marko Robnik-Sikonja <marko.robnik@fri.uni-lj.si>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: person(given = "Marko",
family = "Robnik-Sikonja",
role = c("aut", "cre"),
email = "marko.robnik@fri.uni-lj.si")
as necessary.
CRAN incoming feasibility
Maintainer: ‘Marko Robnik-Sikonja <marko.robnik@fri.uni-lj.si>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: person(given = "Marko",
family = "Robnik-Sikonja",
role = c("aut", "cre"),
email = "marko.robnik@fri.uni-lj.si")
as necessary.
Check History
NOTE 12 OK · 2 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE Mar 10, 2026
CRAN incoming feasibility
Maintainer: ‘Marko Robnik-Sikonja <marko.robnik@fri.uni-lj.si>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: person(given = "Marko",
family = "Robnik-Sikonja",
role = c("aut", "cre"),
email = "marko.robnik@fri.uni-lj.si")
as necessary.
CRAN incoming feasibility
Maintainer: ‘Marko Robnik-Sikonja <marko.robnik@fri.uni-lj.si>’
No Authors@R field in DESCRIPTION.
Please add one, modifying
Authors@R: person(given = "Marko",
family = "Robnik-Sikonja",
role = c("aut", "cre"),
email = "marko.robnik@fri.uni-lj.si")
as necessary.