Quantifying Causal Path-Specific Importance in Structural Causal Model

Path-specific effect analysis is a powerful tool in causal inference. This paper provides a definition of causal counterfactual path-specific importance score for the structural causal model (SCM). Different from existing path-specific effect definitions, which focus on the population level, the sco...

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Bibliographic Details
Main Authors: Xiaoxiao Wang, Minda Zhao, Fanyu Meng, Xin Liu, Zhaodan Kong, Xin Chen
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Computation
Subjects:
Online Access:https://www.mdpi.com/2079-3197/11/7/133