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cs.LG2018
Estimating Heterogeneous Causal Effects in the Presence of Irregular Assignment Mechanisms
Falco J. Bargagli-Stoffi, Giorgio Gnecco
This paper provides a link between causal inference and machine learning techniques - specifically, Classification and Regression Trees (CART) - in observational studies where the…
cs.LG2016
Symmetric and antisymmetric properties of solutions to kernel-based machine learning problems
Giorgio Gnecco
A particularly interesting instance of supervised learning with kernels is when each training example is associated with two objects, as in pairwise classification (Brunner et al.,…