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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.
Tutorial on how to apply the R packages 'micd' and 'tpc'.
Andrews R, Bang C, Didelez V, Witte J, Foraita R (2024). “Software application profile: tpc and micd—R packages for causal discovery with incomplete cohort data.” International Journal of Epidemiology, 53(5). doi:10.1093/ije/dyae113.
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, 41(23), 4716–4743. 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 = {Software application profile: tpc and micd—R packages for causal discovery with incomplete cohort data}, author = {Ryan M. Andrews and Christine W. Bang and Vanessa Didelez and Janine Witte and Ronja Foraita}, year = {2024}, journal = {International Journal of Epidemiology}, volume = {53}, number = {5}, doi = {10.1093/ije/dyae113}, }
@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}, volume = {41}, number = {23}, pages = {4716--4743}, 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.