Malcolm Barrett
Malcolm Barrett
I think this idea opens more of a path to #42 because I'd have more flexibility with the DAG properties, e.g. a `multidag` object and a `multidag` table, or could...
Sounds good. Happy to help with revdep fallout when the time comes. Just let me know
An example of interference: bed net uses improves outcomes in the surrounding community. If, for instance, clustered communities were to close together, the treatment in a treated community could impact...
Could time to million dollars dataset be a good example for cases where some assumptions not met (consistent treatment by region of release/number of theatres, interference by other movies e.g....
Bumping into stuff on positivity violations this week! https://twitter.com/LucyStats/status/1591619846139252736 https://academic.oup.com/aje/article-abstract/191/11/1962/6650853?redirectedFrom=fulltext https://journals.lww.com/epidem/FullText/2012/01000/Inverse_Probability_Weighting_With_Time_varying.31.aspx
https://journals.sagepub.com/doi/abs/10.1177/0962280210395740?journalCode=smma https://pubmed.ncbi.nlm.nih.gov/29165572/ https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5860553/ https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5860387/ https://academic.oup.com/aje/article/190/4/663/5923802?searchresult=1
Articles on when complete case is ok and when it is not: https://statisticalhorizons.com/listwise-deletion-its-not-evil/ https://arxiv.org/pdf/1801.03583.pdf https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7705610/ http://people.csail.mit.edu/jrennie/trg/papers/rubin-missing-76.pdf Figure 4 https://researchonline.lshtm.ac.uk/id/eprint/1198/1/research_online_1198.pdf
it seems like null effect vs non-null effect might be relevant, perhaps by changing the dag
Imputation of some sort allows you to calculate a marginal ATE instead of using a conditional with the predictors of y
More notes after Lucy's in-depth analysis of this problem. We'll use her writing as a basis for this but a few big picture ideas: * Stochastic (single imputation, `norm.predict` in...