Work

Identifying Independencies in Causal Graphs with Feedback

Year: 2013

Type: preprint

Abstract: We show that the d -separation criterion constitutes a valid test for conditional independence relationships that are induced by feedback systems involving discrete variables.

Source: arXiv (Cornell University)

DOI: 10.48550/arxiv.1302.3595

Authors: Pearl, Judea, Dechter, Rina

Institutions: University of California, Los Angeles, University of California, Irvine

Language: English

Topic: Bayesian Modeling and Causal Inference

Subfield: Artificial Intelligence

Field: Computer Science

Domain: Physical Sciences

Open Access status: green

Funders: National Science Foundation, Microsoft

Awards: Probabilistic Networks for Automated Reasoning, PYI: Characterization of Tractable Sub-Problems in Automated Reasoning

OpenAlex ID: W1942434762

Cites: 13

Cited by: 62

Related to: 10