Package: DeepLearningCausal
Type: Package
Title: Causal Inference with Super Learner and Deep Neural Networks
Version: 0.0.107
Authors@R: c(
    person(given = "Nguyen K.",
           family = "Huynh",
           email = "khoinguyen.huynh@r.hit-u.ac.jp",
           role = c("aut", "cre"),
           comment = c(ORCID = "0000-0002-6234-7232")),   
    person(given = "Bumba",
           family = "Mukherjee", 
           email = "bumba.mukherjee@psu.edu",
           role = c("aut"),
           comment = c(ORCID = "0000-0002-3453-601X")),  
    person(given = "Yang",
           family = "Yang", 
           email = "yky5272@psu.edu",
           role = c("aut"),
           comment = c(ORCID = "0009-0004-6135-4555")))
Maintainer: Nguyen K. Huynh <khoinguyen.huynh@r.hit-u.ac.jp>
Description: Functions for deep learning estimation of Conditional Average Treatment Effects (CATEs) 
    from meta-learner models and Population Average Treatment Effects on the Treated (PATT) in settings with 
    treatment noncompliance using reticulate, TensorFlow and Keras3. Functions in the package also implements
    the conformal prediction framework that enables computation and illustration of conformal prediction (CP) 
    intervals for estimated individual treatment effects (ITEs) from meta-learner models. Additional
    functions in the package permit users to estimate the meta-learner CATEs and the PATT in settings with
    treatment noncompliance using weighted ensemble learning via the super learner approach and R neural networks.
License: GPL-3
Encoding: UTF-8
LazyData: true
Imports: ROCR, caret, neuralnet, SuperLearner, ggplot2, tidyr,
        magrittr, reticulate, keras3, Hmisc
Suggests: testthat (>= 3.0.0), dplyr, class, xgboost, randomForest,
        glmnet, ranger, gam, e1071, gbm, tensorflow
RoxygenNote: 7.3.2
Depends: R (>= 4.1.0)
URL: https://github.com/hknd23/DeepLearningCausal
BugReports: https://github.com/hknd23/DeepLearningCausal/issues
Config/testthat/edition: 3
NeedsCompilation: no
Packaged: 2025-10-30 07:58:32 UTC; nguye
Author: Nguyen K. Huynh [aut, cre] (ORCID:
    <https://orcid.org/0000-0002-6234-7232>),
  Bumba Mukherjee [aut] (ORCID: <https://orcid.org/0000-0002-3453-601X>),
  Yang Yang [aut] (ORCID: <https://orcid.org/0009-0004-6135-4555>)
Repository: CRAN
Date/Publication: 2025-10-30 10:30:02 UTC
Built: R 4.6.0; ; 2026-04-30 09:59:58 UTC; unix
