nuggets

nuggets-package

<img src="figures/logo.png?package=nuggets&version=2.2.3" style="float: right" alt="logo" width="120">
Fast and extensible framework for discovering interesting patterns in tabular data. The package searches combinations of fuzzy or Boolean predicates and evaluates the resulting subgroups using statistical, logical, or structural measures. It supports a broad range of pattern-discovery tasks, including association rules (Agrawal et al., 1994, <a href="https://www.vldb.org/conf/1994/P487.PDF">https://www.vldb.org/conf/1994/P487.PDF</a>), contrast patterns (Chen, 2022, tools:::Rd_expr_doi("10.48550/arXiv.2209.13556")), emerging patterns (Dong et al., 1999, tools:::Rd_expr_doi("10.1145/312129.312191")), subgroup discovery (Atzmueller, 2015, tools:::Rd_expr_doi("10.1002/widm.1144")), and conditional correlations (Hájek, 1978, tools:::Rd_expr_doi("10.1007/978-3-642-66943-9")). User-defined functions may be supplied to guide custom pattern searches, making the framework applicable beyond traditional assoociation-rule mining. Efficient implementation enables pattern discovery on large and dense data sets. Package includes methods for visualization and supports interactive exploration through integrated Shiny applications.

internal

Fast and extensible framework for discovering interesting patterns
in tabular data. The package searches combinations of fuzzy or Boolean
predicates and evaluates the resulting subgroups using statistical, logical,
or structural measures. It supports a broad range of pattern-discovery
tasks, including
association rules (Agrawal et al., 1994, <https://www.vldb.org/conf/1994/P487.PDF>),
contrast patterns (Chen, 2022, <doi:10.48550/arXiv.2209.13556>),
emerging patterns (Dong et al., 1999, <doi:10.1145/312129.312191>),
subgroup discovery (Atzmueller, 2015, <doi:10.1002/widm.1144>),
and conditional correlations (Hájek, 1978, <doi:10.1007/978-3-642-66943-9>).
User-defined functions may be supplied to guide custom pattern searches,
making the framework applicable beyond traditional association-rule mining.
Efficient implementation enables pattern discovery on large and dense data
sets. Package includes methods for visualization and supports interactive
exploration through integrated Shiny applications.

Michal Burda

Fast and Extensible Pattern Discovery in Tabular Data

nuggets-package function

Maintainer: Michal Burda <a href="/link/michal.burda%40osu.cz?package=nuggets&version=2.2.3" data-mini-rdoc="nuggets::michal.burda@osu.cz">michal.burda@osu.cz</a> (<a href="https://orcid.org/0000-0002-4182-4407">ORCID</a>)
Authors:<ul>
<li>Michal Burda <a href="/link/michal.burda%40osu.cz?package=nuggets&version=2.2.3" data-mini-rdoc="nuggets::michal.burda@osu.cz">michal.burda@osu.cz</a> (<a href="https://orcid.org/0000-0002-4182-4407">ORCID</a>)</li>
</ul>

Author

<img src='figures/logo.png' style='float: right' alt='logo' width='120' />
Fast and extensible framework for discovering interesting patterns in tabular data. The package searches combinations of fuzzy or Boolean predicates and evaluates the resulting subgroups using statistical, logical, or structural measures. It supports a broad range of pattern-discovery tasks, including association rules (Agrawal et al., 1994, <a href='https://www.vldb.org/conf/1994/P487.PDF'>https://www.vldb.org/conf/1994/P487.PDF</a>), contrast patterns (Chen, 2022, tools:::Rd_expr_doi("10.48550/arXiv.2209.13556")), emerging patterns (Dong et al., 1999, tools:::Rd_expr_doi("10.1145/312129.312191")), subgroup discovery (Atzmueller, 2015, tools:::Rd_expr_doi("10.1002/widm.1144")), and conditional correlations (Hájek, 1978, tools:::Rd_expr_doi("10.1007/978-3-642-66943-9")). User-defined functions may be supplied to guide custom pattern searches, making the framework applicable beyond traditional assoociation-rule mining. Efficient implementation enables pattern discovery on large and dense data sets. Package includes methods for visualization and supports interactive exploration through integrated Shiny applications.

nuggets: Fast and Extensible Pattern Discovery in Tabular Data — nuggets-package

Maintainer: Michal Burda <a href='mailto:michal.burda@osu.cz'>michal.burda@osu.cz</a> (<a href='https://orcid.org/0000-0002-4182-4407'>ORCID</a>)
Authors:<ul>
<li>Michal Burda <a href='mailto:michal.burda@osu.cz'>michal.burda@osu.cz</a> (<a href='https://orcid.org/0000-0002-4182-4407'>ORCID</a>)</li>
</ul>

nuggets-package: nuggets: Fast and Extensible Pattern Discovery in Tabular Data

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