no code implementations • 9 Oct 2023 • Nicola Gnecco, Jonas Peters, Sebastian Engelke, Niklas Pfister
In particular, we establish a novel connection between the field of distribution generalization from machine learning, and simultaneous equation models and control function from econometrics.
1 code implementation • 12 Jun 2020 • Rune Christiansen, Niklas Pfister, Martin Emil Jakobsen, Nicola Gnecco, Jonas Peters
We introduce the formal framework of distribution generalization that allows us to analyze the above problem in partially observed nonlinear models for both direct interventions on $X$ and interventions that occur indirectly via exogenous variables $A$.
Methodology Primary 62Gxx, secondary 62G35, 62G08, 62D20
2 code implementations • 14 Aug 2019 • Nicola Gnecco, Nicolai Meinshausen, Jonas Peters, Sebastian Engelke
Causal questions are omnipresent in many scientific problems.
Methodology