Causal Inference and Causal Explanation with Background Knowledge

Abstract

This paper presents correct algorithms for answering the following two questions; (i) Does there exist a causal explanation consistent with a set of background knowledge which explains all of the observed independence facts in a sample? (ii) Given that there is such a causal explanation what are the causal relationships common to every such causal explanation?

Cite

Text

Meek. "Causal Inference and Causal Explanation with Background Knowledge." Conference on Uncertainty in Artificial Intelligence, 1995.

Markdown

[Meek. "Causal Inference and Causal Explanation with Background Knowledge." Conference on Uncertainty in Artificial Intelligence, 1995.](https://mlanthology.org/uai/1995/meek1995uai-causal/)

BibTeX

@inproceedings{meek1995uai-causal,
  title     = {{Causal Inference and Causal Explanation with Background Knowledge}},
  author    = {Meek, Christopher},
  booktitle = {Conference on Uncertainty in Artificial Intelligence},
  year      = {1995},
  pages     = {403-410},
  url       = {https://mlanthology.org/uai/1995/meek1995uai-causal/}
}