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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Interpretable Deep Causal Learning for Moderation Effects
In this extended abstract paper, we address the problem of interpretability and targeted regularization in causal machine learning …
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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