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To cite micd in publications use the most appropriate among:
The first analysis in which micd was applied:
Foraita R, Friemel J, Günther K, Behrens T, Bullerdiek J, Nimzyk R, Ahrens W, Didelez V (2020). “Causal discovery of gene regulation with incomplete data.” Journal of the Royal Statistical Society: Series A (Statistics in Society), 183(4), 1747–1775. doi:10.1111/rssa.12565.
A tutorial on how to use micd in practice.
Andrews R, Foraita R, Didelez V, Witte J (2022). “A practical guide to causal discovery with cohort data.” pre-print. 2108.13395, https://arxiv.org/abs/2108.13395.
Performance of multiple imputation vs. test-wise deletion in causal discovery:
Witte J, Foraita R, Didelez V (2022). “Multiple imputation and test-wise deletion for causal discovery from incomplete cohort data.” Statistics in Medicine. doi:10.1002/sim.9535.
Corresponding BibTeX entries:
@Article{, title = {Causal discovery of gene regulation with incomplete data}, author = {Ronja Foraita and Juliane Friemel and Kathrin G\"unther and Thomas Behrens and J\"orn Bullerdiek and Rolf Nimzyk and Wolfgang Ahrens and Vanessa Didelez}, journal = {Journal of the Royal Statistical Society: Series A (Statistics in Society)}, year = {2020}, volume = {183}, number = {4}, pages = {1747--1775}, doi = {10.1111/rssa.12565}, }
@Article{, title = {A practical guide to causal discovery with cohort data}, author = {Ryan M. Andrews and Ronja Foraita and Vanessa Didelez and Janine Witte}, year = {2022}, journal = {pre-print}, archiveprefix = {arXiv}, primaryclass = {stat.AP}, arxivid = {2108.13395}, eprint = {2108.13395}, url = {https://arxiv.org/abs/2108.13395}, }
@Article{, title = {Multiple imputation and test-wise deletion for causal discovery from incomplete cohort data}, author = {Janine Witte and Ronja Foraita and Vanessa Didelez}, journal = {Statistics in Medicine}, year = {2022}, doi = {10.1002/sim.9535}, }
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.