nuggets

nuggets-package

<img src="figures/logo.png?package=nuggets&version=2.0.1" style="float: right" alt="logo" width="120">
A framework for systematic exploration of 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 also be supplied to guide custom pattern searches. Supports both crisp (Boolean) and fuzzy data. Generates candidate conditions expressed as elementary conjunctions, evaluates them on a dataset, and inspects the induced sub-data for statistical, logical, or structural properties such as associations, correlations, or contrasts. Includes methods for visualization of logical structures and supports interactive exploration through integrated Shiny applications.

internal

A framework for systematic exploration of
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 also be supplied to guide custom pattern searches.
Supports both crisp (Boolean) and fuzzy data. Generates candidate conditions
expressed as elementary conjunctions, evaluates them on a dataset, and
inspects the induced sub-data for statistical, logical, or structural
properties such as associations, correlations, or contrasts. Includes methods
for visualization of logical structures and supports interactive exploration
through integrated Shiny applications.

Michal Burda

Extensible Framework for Data Pattern Exploration

nuggets-package function

Maintainer: Michal Burda <a href="/link/michal.burda%40osu.cz?package=nuggets&version=2.0.1" data-mini-rdoc="nuggets::michal.burda@osu.cz">michal.burda@osu.cz</a> (<a href="https://orcid.org/0000-0002-4182-4407">ORCID</a>)

Author

<img src='figures/logo.png' style='float: right' alt='logo' width='120' />
A framework for systematic exploration of 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 also be supplied to guide custom pattern searches. Supports both crisp (Boolean) and fuzzy data. Generates candidate conditions expressed as elementary conjunctions, evaluates them on a dataset, and inspects the induced sub-data for statistical, logical, or structural properties such as associations, correlations, or contrasts. Includes methods for visualization of logical structures and supports interactive exploration through integrated Shiny applications.

nuggets: Extensible Framework for Data Pattern Exploration — 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>)

nuggets-package: nuggets: Extensible Framework for Data Pattern Exploration

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Author

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