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
Roxygen: list(markdown = TRUE)
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
Config/pak/sysreqs: cmake make libicu-dev libpng-dev libuv1-dev python3
Repository: https://hknd23.r-universe.dev
Date/Publication: 2026-09-12 09:26:55 UTC
RemoteUrl: https://github.com/hknd23/deeplearningcausal
RemoteRef: HEAD
RemoteSha: 3e2779a56de4565e770257ab13f21206dcb22b76
NeedsCompilation: no
Packaged: 2026-10-12 10:11:30 UTC; root
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>)