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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 
[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:
Downloads:
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.
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