Alberto Caron
Alberto Caron
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Counterfactual Learning with Multioutput Deep Kernels
In this paper, we address the challenge of performing counterfactual inference with observational data via Bayesian nonparametric …
Alberto Caron
,
Gianluca Baio
,
Ioanna Manolopoulou
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Shrinkage Bayesian Causal Forests for Heterogeneous Treatment Effects Estimation
This article develops a sparsity-inducing version of Bayesian Causal Forests, a recently proposed nonparametric causal regression model …
Alberto Caron
,
Gianluca Baio
,
Ioanna Manolopoulou
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Estimating Individual Treatment Effects using Non-Parametric Regression Models: a Review
Large observational data are increasingly available in disciplines such as health, economic and social sciences, where researchers are …
Alberto Caron
,
Gianluca Baio
,
Ioanna Manolopoulou
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