CausalQueries

CausalQueries-package

'CausalQueries' is a package that lets users generate binary causal models,
update over models given data, and calculate arbitrary causal queries.
Model definition makes use of dagitty type syntax.
Updating is implemented in 'stan'.

Users can declare causal models over binary nodes, update beliefs about causal types given data, and calculate arbitrary queries. Updating is implemented in 'stan'. See Humphreys and Jacobs, 2023, Integrated Inferences (<DOI: 10.1017/9781316718636>) and Pearl, 2009 Causality (<DOI:10.1017/CBO9780511803161>).

Till Tietz

Make, Update, and Query Binary Causal Models

Clara Bicalho

Jasper Cooper

Macartan Humphreys

Alan Jacobs

Merlin Heidemanns

Lily Medina

Julio Solis

Georgiy Syunyaev

Moritz Marbach

CausalQueries-package function

Maintainer: Till Tietz <a href="/link/ttietz2014%40gmail.com?package=CausalQueries&version=1.4.5" data-mini-rdoc="CausalQueries::ttietz2014@gmail.com">ttietz2014@gmail.com</a> (<a href="https://orcid.org/0000-0002-2916-9059">ORCID</a>)
Authors:<ul>
<li>Macartan Humphreys <a href="/link/macartan%40gmail.com?package=CausalQueries&version=1.4.5" data-mini-rdoc="CausalQueries::macartan@gmail.com">macartan@gmail.com</a> (<a href="https://orcid.org/0000-0001-7029-2326">ORCID</a>)</li>
<li>Alan Jacobs <a href="/link/alan.jacobs%40ubc.ca?package=CausalQueries&version=1.4.5" data-mini-rdoc="CausalQueries::alan.jacobs@ubc.ca">alan.jacobs@ubc.ca</a></li>
<li>Lily Medina <a href="/link/lilymiru%40gmail.com?package=CausalQueries&version=1.4.5" data-mini-rdoc="CausalQueries::lilymiru@gmail.com">lilymiru@gmail.com</a> (<a href="https://orcid.org/0009-0004-2423-524X">ORCID</a>)</li>
<li>Georgiy Syunyaev <a href="/link/georgiy.syunyaev%40vanderbilt.edu?package=CausalQueries&version=1.4.5" data-mini-rdoc="CausalQueries::georgiy.syunyaev@vanderbilt.edu">georgiy.syunyaev@vanderbilt.edu</a> (<a href="https://orcid.org/0000-0002-4391-6313">ORCID</a>)</li>
</ul>Other contributors:<ul>
<li>Clara Bicalho <a href="/link/clarabmcorreia%40gmail.com?package=CausalQueries&version=1.4.5" data-mini-rdoc="CausalQueries::clarabmcorreia@gmail.com">clarabmcorreia@gmail.com</a> [contributor]</li>
<li>Jasper Cooper <a href="/link/jjc2247%40columbia.edu?package=CausalQueries&version=1.4.5" data-mini-rdoc="CausalQueries::jjc2247@columbia.edu">jjc2247@columbia.edu</a> [contributor]</li>
<li>Merlin Heidemanns <a href="/link/mnh2123%40columbia.edu?package=CausalQueries&version=1.4.5" data-mini-rdoc="CausalQueries::mnh2123@columbia.edu">mnh2123@columbia.edu</a> [contributor]</li>
<li>Julio Solis <a href="/link/juliosolisar%40gmail.com?package=CausalQueries&version=1.4.5" data-mini-rdoc="CausalQueries::juliosolisar@gmail.com">juliosolisar@gmail.com</a> [contributor]</li>
<li>Moritz Marbach <a href="/link/m.marbach%40ucl.ac.uk?package=CausalQueries&version=1.4.5" data-mini-rdoc="CausalQueries::m.marbach@ucl.ac.uk">m.marbach@ucl.ac.uk</a> (<a href="https://orcid.org/0000-0002-7101-2821">ORCID</a>) [contributor]</li>
</ul>

Author

CausalQueries: Make, Update, and Query Binary Causal Models — CausalQueries-package

Maintainer: Till Tietz <a href='mailto:ttietz2014@gmail.com'>ttietz2014@gmail.com</a> (<a href='https://orcid.org/0000-0002-2916-9059'>ORCID</a>)
Authors:<ul>
<li>Macartan Humphreys <a href='mailto:macartan@gmail.com'>macartan@gmail.com</a> (<a href='https://orcid.org/0000-0001-7029-2326'>ORCID</a>)</li>
<li>Alan Jacobs <a href='mailto:alan.jacobs@ubc.ca'>alan.jacobs@ubc.ca</a></li>
<li>Lily Medina <a href='mailto:lilymiru@gmail.com'>lilymiru@gmail.com</a> (<a href='https://orcid.org/0009-0004-2423-524X'>ORCID</a>)</li>
<li>Georgiy Syunyaev <a href='mailto:georgiy.syunyaev@vanderbilt.edu'>georgiy.syunyaev@vanderbilt.edu</a> (<a href='https://orcid.org/0000-0002-4391-6313'>ORCID</a>)</li>
</ul>

Other contributors:<ul>
<li>Clara Bicalho <a href='mailto:clarabmcorreia@gmail.com'>clarabmcorreia@gmail.com</a> [contributor]</li>
<li>Jasper Cooper <a href='mailto:jjc2247@columbia.edu'>jjc2247@columbia.edu</a> [contributor]</li>
<li>Merlin Heidemanns <a href='mailto:mnh2123@columbia.edu'>mnh2123@columbia.edu</a> [contributor]</li>
<li>Julio Solis <a href='mailto:juliosolisar@gmail.com'>juliosolisar@gmail.com</a> [contributor]</li>
<li>Moritz Marbach <a href='mailto:m.marbach@ucl.ac.uk'>m.marbach@ucl.ac.uk</a> (<a href='https://orcid.org/0000-0002-7101-2821'>ORCID</a>) [contributor]</li>
</ul>

CausalQueries: Make, Update, and Query Binary Causal Models

CausalQueries-package: CausalQueries: Make, Update, and Query Binary Causal Models

Description

Arguments

Author

See Also