Package: nuggets 1.4.0

Michal Burda

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.

Authors:Michal Burda [aut, cre]

nuggets_1.4.0.tar.gz
nuggets_1.4.0.tar.gz(r-4.5-noble)nuggets_1.4.0.tar.gz(r-4.4-noble)
nuggets.pdf |nuggets.html
nuggets/json (API)
NEWS

# Install 'nuggets' in R:
install.packages('nuggets', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/beerda/nuggets/issues

Pkgdown site:https://beerda.github.io

Uses libs:
  • c++– GNU Standard C++ Library v3
  • openmp– GCC OpenMP (GOMP) support library

cppopenmp

3.30 score 10 scripts 586 downloads 17 exports 39 dependencies

Last updated 24 days agofrom:dd161fbbb5. Checks:2 OK. Indexed: no.

TargetResultLatest binary
Doc / VignettesOKJan 08 2025
R-4.5-linux-x86_64OKJan 08 2025

Exports:dichotomizedigdig_associationsdig_baseline_contrastsdig_complement_contrastsdig_contrastsdig_correlationsdig_griddig_implicationsdig_paired_baseline_contrastsformat_conditionis_degreeis_subsetpartitionvar_gridvar_nameswhich_antichain

Dependencies:briocallrclicpp11crayondescdiffobjdigestdplyrevaluatefansifsgenericsgluejsonlitelifecyclemagrittrpillarpkgbuildpkgconfigpkgloadpraiseprocessxpspurrrR6Rcpprlangrprojrootstringistringrtestthattibbletidyrtidyselectutf8vctrswaldowithr

nuggets: Get Started

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Last update: 2025-01-08
Started: 2025-01-08