Bounding probabilities of causation through the causal marginal problem

Probabilities of Causation play a fundamental role in decision making in law, health care and public policy. Nevertheless, their point identification is challenging, requiring strong assumptions such as monotonicity. In the absence of such assumptions, existing work requires multiple observations of...

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Hauptverfasser:	Sani, Numair, Mastakouri, Atalanti A, Janzing, Dominik
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Information Theory Mathematics - Information Theory Statistics - Machine Learning Statistics - Methodology
Online-Zugang:	Volltext bestellen
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