We propose semiparametric methods based on kernel methods and penalized spline models to estimate dose-response functions of a continuous treatment, under the uncounfoundedness assumption. The dose-response functions are estimated after adjusting for covariate imbalance by using the generalized propensity score.
Semiparametric estimators of dose-response functions / Bia M.; Mattei A.; Flores C.; Flores-Lagunes A.. - ELETTRONICO. - (2013), pp. 1-6. (Intervento presentato al convegno Advances in Latent Variables - Methods, Models and Applications tenutosi a Brescia nel 19-21 Giugno 2013).
Semiparametric estimators of dose-response functions
MATTEI, ALESSANDRA;
2013
Abstract
We propose semiparametric methods based on kernel methods and penalized spline models to estimate dose-response functions of a continuous treatment, under the uncounfoundedness assumption. The dose-response functions are estimated after adjusting for covariate imbalance by using the generalized propensity score.
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