Partial Identification with Noisy Covariates: A Robust Optimization Approach

Causal inference from observational datasets often relies on measuring and adjusting for covariates. In practice, measurements of the covariates can often be noisy and/or biased, or only measurements of their proxies may be available. Directly adjusting for these imperfect measurements of the covari...

Ausführliche Beschreibung

Bibliographische Detailangaben

Hauptverfasser:	Guo, Wenshuo, Yin, Mingzhang, Wang, Yixin, Jordan, Michael I
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Learning Statistics - Methodology
Online-Zugang:	Volltext bestellen
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!