<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Interpretable Discovery and Inference of Heterogeneous Treatment
Effects</dc:title>
  <dc:title>R package CRE version 0.2.7</dc:title>
  <dc:subject>CRAN Task View: CausalInference (https://CRAN.R-project.org/view=CausalInference)</dc:subject>
  <dc:description>Provides a new method for interpretable heterogeneous 
    treatment effects characterization in terms of decision rules 
    via an extensive exploration of heterogeneity patterns by an 
    ensemble-of-trees approach, enforcing high stability in the 
    discovery. It relies on a two-stage pseudo-outcome regression, and 
    it is supported by theoretical convergence guarantees. Bargagli-Stoffi, 
    F. J., Cadei, R., Lee, K., &amp; Dominici, F. (2023) Causal rule ensemble: 
    Interpretable Discovery and Inference of Heterogeneous Treatment Effects.  
    arXiv preprint &lt;doi:10.48550/arXiv.2009.09036&gt;. </dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 3.5.0)</dc:relation>
  <dc:relation>Imports: MASS, stats, logger, gbm, randomForest, methods, xgboost, RRF,
data.table, xtable, glmnet, bartCause, stabs, stringr,
SuperLearner, magrittr, ggplot2, arules</dc:relation>
  <dc:relation>Suggests: grf, BART, gnm, covr, knitr, rmarkdown, testthat (&gt;= 3.0.0)</dc:relation>
  <dc:creator>Falco Joannes Bargagli Stoffi &lt;fbargaglistoffi@hsph.harvard.edu&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Naeem Khoshnevis [aut] (ORCID: &lt;https://orcid.org/0000-0003-4315-1426&gt;),
  Daniela Maria Garcia [aut] (ORCID:
    &lt;https://orcid.org/0000-0003-3226-3561&gt;),
  Riccardo Cadei [aut] (ORCID: &lt;https://orcid.org/0000-0003-2416-8943&gt;),
  Kwonsang Lee [aut] (ORCID: &lt;https://orcid.org/0000-0002-5823-4331&gt;),
  Falco Joannes Bargagli Stoffi [aut, cre] (ORCID:
    &lt;https://orcid.org/0000-0002-6131-8165&gt;)</dc:contributor>
  <dc:rights>GPL-3</dc:rights>
  <dc:date>2024-10-19</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=CRE</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.CRE</dc:identifier>
  <dc:language>en-US</dc:language>
</oai_dc:dc>
