id	author	title	date	pages	extension	mime	words	sentences	flesch	summary	cache	txt
work_ufccow2r45gynnocnf654odhji	Malcolm Forster	The Frugal Inference of Causal Relations	2017	35	.pdf	application/pdf	12155	775	64	any case where faithfulness is satisfied, the true model satisfies frugality as well. distribution over the variables in the model is given by the Causal Markov Condition: Of the principles for choosing among the set of Markovian DAGs, the Causal Faithfulness DAG is faithful to a distribution if it entails all of the conditional independencies (CIs) found Definition 3 (Faithfulness) Given a set of variables V , a DAG G, and a probability The CFC significantly shrinks the set of candidate Markovian DAGs. It is well known that the faithfulness assumption is violated in cases where there are two Definition 6 (Frugality Condition:) Given a probability distribution P on V , the true DAG In the presented case, there is no DAG faithful to the probability distribution, but the correct DAGs satisfying frugality entail more basic independencies than those that do not, and are It follows that for a given set of variables, DAGs satisfying frugality	./cache/work_ufccow2r45gynnocnf654odhji.pdf	./txt/work_ufccow2r45gynnocnf654odhji.txt