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Extensible framework for subgroup discovery (Atzmueller (2015) <doi:10.1002/widm.1144>), contrast patterns (Chen (2022) <doi:10.48550/arXiv.2209.13556>), emerging patterns (Dong (1999) <doi:10.1145/312129.312191>), association rules (Agrawal (1994) <https://www.vldb.org/conf/1994/P487.PDF>) and conditional correlations (Hájek (1978) <doi:10.1007/978-3-642-66943-9>). Both crisp (Boolean, binary) and fuzzy data are supported. It generates conditions in the form of elementary conjunctions, evaluates them on a dataset and checks the induced sub-data for interesting statistical properties. A user-defined function may be defined to evaluate on each generated condition to search for custom patterns.
Version: | 1.3.0 |
Imports: | cli, methods, Rcpp, rlang, stats, tibble, tidyr, tidyselect |
LinkingTo: | Rcpp, testthat |
Suggests: | arules, testthat (≥ 3.0.0), xml2 |
Published: | 2024-11-13 |
DOI: | 10.32614/CRAN.package.nuggets |
Author: | Michal Burda [aut, cre] |
Maintainer: | Michal Burda <michal.burda at osu.cz> |
License: | GPL (≥ 3) |
NeedsCompilation: | yes |
SystemRequirements: | C++17 |
Language: | en-US |
Citation: | nuggets citation info |
Materials: | README NEWS |
CRAN checks: | nuggets results |
Reference manual: | nuggets.pdf |
Package source: | nuggets_1.3.0.tar.gz |
Windows binaries: | r-devel: nuggets_1.3.0.zip, r-release: nuggets_1.3.0.zip, r-oldrel: nuggets_1.3.0.zip |
macOS binaries: | r-release (arm64): nuggets_1.3.0.tgz, r-oldrel (arm64): nuggets_1.3.0.tgz, r-release (x86_64): nuggets_1.3.0.tgz, r-oldrel (x86_64): nuggets_1.3.0.tgz |
Old sources: | nuggets archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.