Package: rcausim 0.1.1

Herdiantri Sufriyana

rcausim: Generate Causally-Simulated Data

Generate causally-simulated data to serve as ground truth for evaluating methods in causal discovery and effect estimation. The package provides tools to assist in defining functions based on specified edges, and conversely, defining edges based on functions. It enables the generation of data according to these predefined functions and causal structures. This is particularly useful for researchers in fields such as artificial intelligence, statistics, biology, medicine, epidemiology, economics, and social sciences, who are developing a general or a domain-specific methods to discover causal structures and estimate causal effects. Data simulation adheres to principles of structural causal modeling. Detailed methodologies and examples are documented in our vignette, available at <https://htmlpreview.github.io/?https://github.com/herdiantrisufriyana/rcausim/blob/master/doc/causal_simulation_exemplar.html>.

Authors:Herdiantri Sufriyana [aut, cre], Emily Chia-Yu Su [aut]

rcausim_0.1.1.tar.gz
rcausim_0.1.1.tar.gz(r-4.5-noble)rcausim_0.1.1.tar.gz(r-4.4-noble)
rcausim_0.1.1.tgz(r-4.4-emscripten)rcausim_0.1.1.tgz(r-4.3-emscripten)
rcausim.pdf |rcausim.html
rcausim/json (API)

# Install 'rcausim' in R:
install.packages('rcausim', repos = c('https://cran.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Datasets:

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

6 exports 3.00 score 24 dependencies 492 downloads

Last updated 3 months agofrom:43139b3308. Checks:OK: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 23 2024
R-4.5-linuxOKSep 23 2024

Exports:data_from_functiondefineedge_from_functionfunction_from_edgefunction_from_usertime_varying

Dependencies:clicpp11dplyrfansigenericsglueigraphlatticelifecyclemagrittrMatrixpillarpkgconfigpurrrR6rlangstringistringrtibbletidyrtidyselectutf8vctrswithr

Causal Simulation Exemplar

Rendered fromcausal_simulation_exemplar.Rmdusingknitr::rmarkdownon Sep 23 2024.

Last update: 2024-06-25
Started: 2024-06-25

Quick Start

Rendered fromquick_start.Rmdusingknitr::rmarkdownon Sep 23 2024.

Last update: 2024-06-25
Started: 2024-06-25