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Extensible R framework for subgroup discovery (Atzmueller (2015)), contrast patterns (Chen (2022)), emerging patterns (Dong (1999)), association rules (Agrawal (1994)), and conditional correlations (Hájek (1978)). Both crisp (Boolean, binary) and fuzzy data are supported. The package 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.
To install the stable version of nuggets from CRAN, type
the following command within the R session:
install.packages("nuggets")You can also install the development version of nuggets
from GitHub with:
install.packages("devtools")
devtools::install_github("beerda/nuggets")To start using the package, load it to the R session with:
library(nuggets)Read the full documentation of the nuggets package.
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.