nuggets: Extensible Data Pattern Searching Framework

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>) and association rules (Agrawal (1994) <https://www.vldb.org/conf/1994/P487.PDF>). Both crisp (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. Currently, the package searches for implicative association rules and conditional correlations (Hájek (1978) <doi:10.1007/978-3-642-66943-9>). A user-defined function may be defined to evaluate on each generated condition to search for custom patterns.

Version: 1.0.2
Imports: cli, methods, Rcpp, rlang, stats, tibble, tidyr, tidyselect
LinkingTo: Rcpp, testthat
Suggests: testthat (≥ 3.0.0), xml2
Published: 2024-01-09
Author: Michal Burda ORCID iD [aut, cre]
Maintainer: Michal Burda <michal.burda at osu.cz>
License: GPL (≥ 3)
NeedsCompilation: yes
SystemRequirements: C++17
Language: en-US
Materials: README NEWS
CRAN checks: nuggets results

Documentation:

Reference manual: nuggets.pdf

Downloads:

Package source: nuggets_1.0.2.tar.gz
Windows binaries: r-devel: nuggets_1.0.2.zip, r-release: nuggets_1.0.2.zip, r-oldrel: nuggets_1.0.2.zip
macOS binaries: r-release (arm64): nuggets_1.0.2.tgz, r-oldrel (arm64): nuggets_1.0.2.tgz, r-release (x86_64): nuggets_1.0.2.tgz
Old sources: nuggets archive

Linking:

Please use the canonical form https://CRAN.R-project.org/package=nuggets to link to this page.