Type: Package
Package: CRE
Title: Interpretable Discovery and Inference of Heterogeneous Treatment
        Effects
Version: 0.2.6
Authors@R: c(
    person("Naeem", "Khoshnevis", , "nkhoshnevis@g.harvard.edu", role = c("aut", "cre"),
           comment = c(ORCID = "0000-0003-4315-1426", AFFILIATION = "FASRC")),
    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 = "aut",
           comment = c(ORCID = "0000-0002-6131-8165"))
  )
Maintainer: Naeem Khoshnevis <nkhoshnevis@g.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
RoxygenNote: 7.2.3
NeedsCompilation: no
Packaged: 2024-04-21 20:52:48 UTC; rstudio
Author: Naeem Khoshnevis [aut, cre] (<https://orcid.org/0000-0003-4315-1426>,
    FASRC),
  Daniela Maria Garcia [aut] (<https://orcid.org/0000-0003-3226-3561>),
  Riccardo Cadei [aut] (<https://orcid.org/0000-0003-2416-8943>),
  Kwonsang Lee [aut] (<https://orcid.org/0000-0002-5823-4331>),
  Falco Joannes Bargagli Stoffi [aut]
    (<https://orcid.org/0000-0002-6131-8165>)
Repository: CRAN
Date/Publication: 2024-04-21 21:12:36 UTC
Built: R 4.2.3; ; 2024-04-22 01:02:37 UTC; unix
