Learning Causal Relationships from Conditional Moment Restrictions by Importance Weighting

no code implementations • ICLR 2022 • Masahiro Kato, Masaaki Imaizumi, Kenichiro McAlinn, Shota Yasui, Haruo Kakehi

We consider learning causal relationships under conditional moment restrictions.

Causal Inference

Learning Causal Models from Conditional Moment Restrictions by Importance Weighting

no code implementations • 3 Aug 2021 • Masahiro Kato, Masaaki Imaizumi, Kenichiro McAlinn, Haruo Kakehi, Shota Yasui

To address this issue, we propose a method that transforms conditional moment restrictions to unconditional moment restrictions through importance weighting, using a conditional density ratio estimator.

Causal Inference