Targeted Data Adaptive Estimation of the Causal Dose–Response Curve

Estimation of the causal dose–response curve is an old problem in statistics. In a non-parametric model, if the treatment is continuous, the dose–response curve is not a pathwise differentiable parameter, and no -consistent estimator is available. However, the risk of a candidate algorithm for estim...

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Bibliographic Details
Main Authors: Díaz Iván, van der Laan Mark J.
Format: Article
Language:English
Published: De Gruyter 2013-12-01
Series:Journal of Causal Inference
Subjects:
Online Access:https://doi.org/10.1515/jci-2012-0005