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DESCRIPTION
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Package: stochtree
Title: Stochastic Tree Ensembles (XBART and BART) for Supervised Learning and Causal Inference
Version: 0.1.1
Authors@R:
c(
person("Drew", "Herren", email = "[email protected]", role = c("aut", "cre"), comment = c(ORCID = "0000-0003-4109-6611")),
person("Richard", "Hahn", role = "aut"),
person("Jared", "Murray", role = "aut"),
person("Carlos", "Carvalho", role = "aut"),
person("Jingyu", "He", role = "aut"),
person("Pedro", "Lima", role = "ctb"),
person("stochtree", "contributors", role = c("cph")),
person("Eigen", "contributors", role = c("cph"), comment = "C++ source uses the Eigen library for matrix operations, see inst/COPYRIGHTS"),
person("xgboost", "contributors", role = c("cph"), comment = "C++ tree code and related operations include or are inspired by code from the xgboost library, see inst/COPYRIGHTS"),
person("treelite", "contributors", role = c("cph"), comment = "C++ tree code and related operations include or are inspired by code from the treelite library, see inst/COPYRIGHTS"),
person("Microsoft", "Corporation", role = c("cph"), comment = "C++ I/O and various project structure code include or are inspired by code from the LightGBM library, which is a copyright of Microsoft, see inst/COPYRIGHTS"),
person("Niels", "Lohmann", role = c("cph"), comment = "C++ source uses the JSON for Modern C++ library for JSON operations, see inst/COPYRIGHTS"),
person("Daniel", "Lemire", role = c("cph"), comment = "C++ source uses the fast_double_parser library internally, see inst/COPYRIGHTS"),
person("Victor", "Zverovich", role = c("cph"), comment = "C++ source uses the fmt library internally, see inst/COPYRIGHTS")
)
Copyright: Copyright details for stochtree's C++ dependencies, which are vendored along with the core stochtree source code, are detailed in inst/COPYRIGHTS
Description: Flexible stochastic tree ensemble software.
Robust implementations of Bayesian Additive Regression Trees (BART)
Chipman, George, McCulloch (2010) <doi:10.1214/09-AOAS285>
for supervised learning and Bayesian Causal Forests (BCF)
Hahn, Murray, Carvalho (2020) <doi:10.1214/19-BA1195>
for causal inference. Enables model serialization and parallel sampling
and provides a low-level interface for custom stochastic forest samplers.
License: MIT + file LICENSE
Encoding: UTF-8
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.3.2
LinkingTo:
cpp11, BH
Suggests:
testthat (>= 3.0.0),
doParallel,
foreach,
ggplot2,
knitr,
latex2exp,
Matrix,
MASS,
mvtnorm,
rmarkdown,
tgp
VignetteBuilder: knitr
SystemRequirements: C++17
Imports:
R6,
stats
URL: https://stochtree.ai/, https://github.com/StochasticTree/stochtree
BugReports: https://github.com/StochasticTree/stochtree/issues
Config/testthat/edition: 3