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Implements Bayesian marginal structural models for causal effect estimation with time-varying treatment and confounding. It includes an extension to handle informative right censoring. The Bayesian importance sampling weights are estimated using JAGS. See Saarela (2015) <doi:10.1111/biom.12269> for methodological details.
Package details |
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Author | Kuan Liu [aut, cre, cph] (ORCID: <https://orcid.org/0000-0002-5017-1276>), Xiao Yan [aut] (ORCID: <https://orcid.org/0000-0001-9712-1199>), Martin Urner [aut] (ORCID: <https://orcid.org/0000-0003-1133-4885>) |
Maintainer | Kuan Liu <kuan.liu@utoronto.ca> |
License | MIT + file LICENSE |
Version | 1.0.0 |
URL | https://github.com/Kuan-Liu-Lab/bayesmsm |
Package repository | View on CRAN |
Installation |
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