Identification of in-sample positivity violations using regression trees: The PoRT algorithm
The positivity assumption is crucial when drawing causal inferences from observational studies, but it is often overlooked in practice. A violation of positivity occurs when the sample contains a subgroup of individuals with an extreme relative frequency of experiencing one of the levels of exposure...
Main Authors: | , , , , |
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Format: | Article |
Language: | English |
Published: |
De Gruyter
2023-11-01
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Series: | Journal of Causal Inference |
Subjects: | |
Online Access: | https://doi.org/10.1515/jci-2022-0032 |