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DESCRIPTION
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Package: wiseR
Type: Package
Title: A Shiny Application for End-to-End Bayesian Decision Network Analysis and Web-Deployment
Version: 1.0.1
Author: Tavpritesh Sethi [aut, cre], Shubham Maheshwari [aut]
Authors@R: c(
person("Tavpritesh", "Sethi", role = c("aut", "cre"), email = "[email protected]"),
person("Shubham", "Maheshwari", role = c("aut"), email = "[email protected]")
)
Maintainer: Tavpritesh Sethi <[email protected]>
Contact: Tavpritesh Sethi<[email protected]>,Shubham Maheshwari<[email protected]>
Description: A Shiny application for learning Bayesian Decision Networks from data. This package can be used for probabilistic reasoning (in the observational setting), causal inference (in the presence of interventions) and learning policy decisions (in Decision Network setting). Functionalities include end-to-end implementations for data-preprocessing, structure-learning, exact inference, approximate inference, extending the learned structure to Decision Networks and policy optimization using statistically rigorous methods such as bootstraps, resampling, ensemble-averaging and cross-validation. In addition to Bayesian Decision Networks, it also features correlation networks, community-detection, graph visualizations, graph exports and web-deployment of the learned models as Shiny dashboards.
Depends: R (>= 3.5.0)
Imports: bnlearn, HydeNet, rhandsontable, shiny, shinydashboard, dplyr, shinyWidgets, missRanger, tools, shinyalert, shinycssloaders, rintrojs, arules, psych, DescTools, DT, linkcomm, parallel, shinyBS, reticulate
URL: https://github.com/tavlab-iiitd/wiseR
BugReports: https://github.com/tavlab-iiitd/wiseR/issues
Suggests: knitr,rmarkdown, rcompanion
License: GPL-3 | file LICENSE
Encoding: UTF-8
LazyData: true
RoxygenNote: 6.1.0