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Undersmoothing Causal Estimators With Generative Trees

Average causal effects are averages of (heterogeneous) individual treatment effects (ITEs) taken over the entire target population. The estimation of average causal effects has been studied in depth, but averages are insufficient for more individualised decision-making where ITEs are more appropriat...

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Principais autores: Damian Machlanski, Spyridon Samothrakis, Paul Clarke
Formato: Artigo
Idioma:Inglês
Publicado: IEEE 2024-01-01
Series:IEEE Access
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Acceso en liña:https://ieeexplore.ieee.org/document/10466753/
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