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:
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')) |
This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.
Last updated 6 months agofrom:43139b3308. Checks:OK: 2. Indexed: yes.
Target | Result | Date |
---|---|---|
Doc / Vignettes | OK | Dec 22 2024 |
R-4.5-linux | OK | Dec 22 2024 |
Exports:data_from_functiondefineedge_from_functionfunction_from_edgefunction_from_usertime_varying
Dependencies:clicpp11dplyrfansigenericsglueigraphlatticelifecyclemagrittrMatrixpillarpkgconfigpurrrR6rlangstringistringrtibbletidyrtidyselectutf8vctrswithr
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Generate causally-simulated data | data_from_function |
Define a function in the list of functions | define |
Identify edges given functions | edge_from_function |
Edges | edges |
List functions given edges | function_from_edge |
List functions from user | function_from_user |
Functions | functions |
Print method for Functions | print.Functions |
Generate time-varying data | time_varying |