Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - Causact 0.5.8

Updates to support new gglot2 v4.4.

Scientific Software - Peer-reviewed - R
Published by flyaflya 4 months ago

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - causact 0.5.7

Scientific Software - Peer-reviewed - R
Published by flyaflya 11 months ago

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - causact 0.5.3

• Fixed bug where beta distribution was being treated as Laplace distribution.
• Fixed bug where nested plated were being indexed incorrectly in Python.

Scientific Software - Peer-reviewed - R
Published by flyaflya over 2 years ago

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - causact 0.5.2

• Switched inference to Python's numpyro
• dag_greta() is now deprecated; dag_numpyro() should be used as a drop-in replacement.
• Added helper function for Python dependencies: install_causact_deps.
• Updated documentation to reflect switch to numpyro.
• Added ability to choose fill of nodes during dag_render().
• Added causact probability distribution functions. See ?causact::distributions.
• Temporarily removed support for the dim argument of probability distributions.

Scientific Software - Peer-reviewed - R
Published by flyaflya over 2 years ago

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - JOSS Paper Release - Zenodo Archive

This release is used to trigger archival of v0.4.3 in zenodo.

Scientific Software - Peer-reviewed - R
Published by flyaflya over 3 years ago

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - JOSS Paper Release

Release to include all JOSS review/editorial comments on the paper. v0.4.2, available on CRAN, included all package-related edits that arose during the review process. This version makes no changes to the software package from v0.4.2.

Scientific Software - Peer-reviewed - R
Published by flyaflya over 3 years ago

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - causact 0.4.2

• Added `vignette("narrative-to-insight-with-causact") to introduce the package's encouraged user workflow.
• Allow greta::variable() to be used for flat priors.

Scientific Software - Peer-reviewed - R
Published by flyaflya over 3 years ago

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - causact 0.4.1

• Fixed bugs introduced by changes in tidyr::replace_na().
• Fixed bug related to rendering generative DAGs where two variables were both on multiple plates.

Scientific Software - Peer-reviewed - R
Published by flyaflya almost 4 years ago

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - causact 0.4.0

Minor improvements and fixes

• Support for using greta matrix operations like %*% and other greta functions within the rhs argument of the dag_node function has been added.
• The readme has been updated to include a mixture example.

Scientific Software - Peer-reviewed - R
Published by flyaflya almost 5 years ago

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - causact 0.3.3

Minor improvements and fixes

• Small graphs without an rhs argument supplied to dag_node() displayed a dplyr warning message.
• Exported meaningfulLabels() function for users who are using code generated by dag_greta(mcmc=FALSE).

Scientific Software - Peer-reviewed - R
Published by flyaflya over 5 years ago

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - causact 0.3.2

Minor improvements and fixes

• dag_render() displayed weird DAGs when users have dplyr (>=v1.0) installed. Isolated problem to changes in dplyr::group_indices() and dplyr::bind_cols that caused a jumbling of node id's.
• Updated README.md to display images and give CRAN install instructions.

Scientific Software - Peer-reviewed - R
Published by flyaflya over 5 years ago

Generative DAGs as an Interface Into Probabilistic Programming with the R Package causact - causact 0.3.1

• Initial release for CRAN
• Biggest change from previous development versions is that dag_greta() now returns a dataframe as opposed to creating variables in your global environment.

Scientific Software - Peer-reviewed - R
Published by flyaflya over 5 years ago