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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>), 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 ORCID iD [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

Documentation:

Reference manual: nuggets.pdf

Downloads:

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

Linking:

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

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.