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Challenges of Using Text Classifiers for Causal Inference

Causal understanding is essential for many kinds of decision-making, but causal inference from observational data has typically only been applied to structured, low-dimensional datasets. While text classifiers produce low-dimensional outputs, their use in causal inference has not previously been stu...

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Publicat a:Proc Conf Empir Methods Nat Lang Process
Autors principals: Wood-Doughty, Zach, Shpitser, Ilya, Dredze, Mark
Format: Artigo
Idioma:Inglês
Publicat: 2018
Matèries:
Accés en línia:https://ncbi.nlm.nih.gov/pmc/articles/PMC6800252/
https://ncbi.nlm.nih.gov/pubmed/31633125
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