dosearch
1.0.12Causal Effect Identification from Multiple Incomplete Data Sources
Overview
Identification of causal effects from arbitrary observational and experimental probability distributions via do-calculus and standard probability manipulations using a search-based algorithm by Tikka, Hyttinen and Karvanen (2021) doi:10.18637/jss.v099.i05. Allows for the presence of mechanisms related to selection bias (Bareinboim and Tian, 2015) doi:10.1609/aaai.v29i1.9679, transportability (Bareinboim and Pearl, 2014) http://ftp.cs.ucla.edu/pub/stat_ser/r443.pdf, missing data (Mohan, Pearl, and Tian, 2013) http://ftp.cs.ucla.edu/pub/stat_ser/r410.pdf) and arbitrary combinations of these. Also supports identification in the presence of context-specific independence (CSI) relations through labeled directed acyclic graphs (LDAG). For details on CSIs see (Corander et al., 2019) doi:10.1016/j.apal.2019.04.004.
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Health
- OK2026-04-2214 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
- ERROR2026-04-1813 OK · 0 NOTE · 0 WARNING · 1 ERROR · 0 FAILURE
- OK2026-03-1014 OK · 0 NOTE · 0 WARNING · 0 ERROR · 0 FAILURE
Documentation
- Examples that run
- 100%
- Documented parameters
- 100%
- Return-value docs
- 100%
- References docs
- 50%
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Checks run against github.com/santikka/dosearch on 2026-07-19.
Dependencies
Code & Tests
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People & History
11 releases. Pick two to compare their code metrics. R releases are shown for context.
- RR 4.6.0 released · 2026-04-24
- 1.0.12Latest
- RR 4.5.0 released · 2025-04-11
- 1.0.112024-07-16 · diff ↗
- 1.0.102024-07-09 · diff ↗
- RR 4.4.0 released · 2024-04-24
- RR 4.3.0 released · 2023-04-21
- RR 4.2.0 released · 2022-04-22
- 1.0.82021-08-19 · diff ↗
- 1.0.72021-08-12 · diff ↗
- RR 4.1.0 released · 2021-05-18
- 1.0.62020-10-26 · diff ↗
- RR 4.0.0 released · 2020-04-24
- 1.0.42019-10-22 · diff ↗
- 1.0.32019-10-18 · diff ↗
- RR 3.6.0 released · 2019-04-26
Package metadata
- First published
- 2019-02-01
- Total releases
- 11 / 7 yrs
- License
- GPL (>= 3) OSI
- Minimum R
- ≥ 4.0
- Bundled data
- 20 KB / 1 file
- Download size
- 322 KB
- Installed size
- not tracked yet
- With dependencies
- not tracked yet