Type: Package
Package: CRE
Title: Interpretable Discovery and Inference of Heterogeneous Treatment
        Effects
Version: 0.2.7
Authors@R: c(
    person("Naeem", "Khoshnevis", , "nkhoshnevis@g.harvard.edu", role = "aut",
           comment = c(ORCID = "0000-0003-4315-1426")),
    person("Daniela Maria", "Garcia", , "danielagarcia@college.harvard.edu", role = "aut",
           comment = c(ORCID = "0000-0003-3226-3561")),
    person("Riccardo", "Cadei", , "rcadei@hsph.harvard.edu", role = "aut",
           comment = c(ORCID = "0000-0003-2416-8943")),
    person("Kwonsang", "Lee", , "kwonsanglee.stat@gmail.com", role = "aut",
           comment = c(ORCID = "0000-0002-5823-4331")),
    person("Falco Joannes", "Bargagli Stoffi", , "fbargaglistoffi@hsph.harvard.edu", role = c("aut", "cre"),
           comment = c(ORCID = "0000-0002-6131-8165"))
  )
Maintainer: Falco Joannes Bargagli Stoffi
 <fbargaglistoffi@hsph.harvard.edu>
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., & Dominici, F.
        (2023) Causal rule ensemble: Interpretable Discovery and
        Inference of Heterogeneous Treatment Effects. arXiv preprint
        <doi:10.48550/arXiv.2009.09036>.
License: GPL-3
URL: https://github.com/NSAPH-Software/CRE
BugReports: https://github.com/NSAPH-Software/CRE/issues
Depends: R (>= 3.5.0)
Imports: MASS, stats, logger, gbm, randomForest, methods, xgboost, RRF,
        data.table, xtable, glmnet, bartCause, stabs, stringr,
        SuperLearner, magrittr, ggplot2, arules
Suggests: grf, BART, gnm, covr, knitr, rmarkdown, testthat (>= 3.0.0)
VignetteBuilder: knitr
Copyright: Harvard University
Encoding: UTF-8
Language: en-US
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.2
Config/pak/sysreqs: make libicu-dev
Repository: https://nsaph-software.r-universe.dev
Date/Publication: 2024-10-20 22:50:48 UTC
RemoteUrl: https://github.com/nsaph-software/cre
RemoteRef: HEAD
RemoteSha: ee2821c89f4896c672f8e528cc0c6d2b67563859
NeedsCompilation: no
Packaged: 2026-06-06 07:04:51 UTC; root
Author: Naeem Khoshnevis [aut] (ORCID: <https://orcid.org/0000-0003-4315-1426>),
  Daniela Maria Garcia [aut] (ORCID:
    <https://orcid.org/0000-0003-3226-3561>),
  Riccardo Cadei [aut] (ORCID: <https://orcid.org/0000-0003-2416-8943>),
  Kwonsang Lee [aut] (ORCID: <https://orcid.org/0000-0002-5823-4331>),
  Falco Joannes Bargagli Stoffi [aut, cre] (ORCID:
    <https://orcid.org/0000-0002-6131-8165>)