The major difference between the collapsible IDA and the original IDA is that, the collapsible IDA only enumerates the subsets of ne(X, G∗) \ Zne, while IDA enumerates the subsets of ne(X, G∗). This modification can reduce both the number of possible parental sets and the size of each possible parental set.
It is clear that some causal effects cannot be identified from observational data when the causal directed acyclic graph is absent. In such cases, IDA is a ...
Experimental results show that both the number of possible parental sets and the size of each possible parental set enumerated by the modified IDA decrease, ...
Duration: 7:47
Posted: Oct 14, 2020
Posted: Oct 14, 2020
Collapsible IDA: Collapsing Parental Sets for Locally Estimating Possible Causal Effects. Yue Liu, Zhuangyan Fang, Yangbo He, Zhi Geng. Keywords: Abstract ...
Collapsible IDA: Collapsing Parental Sets for Locally Estimating Possible Causal Effects ... Parental Sets for Locally Estimating Possible Causal Effects.
Collapsible IDA: Collapsing Parental Sets for Locally Estimating Possible Causal Effects · Yue Liu, Zhuangyan Fang, Yangbo He, Zhi Geng. Keywords Abstract
Collapsible IDA: Collapsing parental sets for locally estimating possible causal effects. Y Liu, Z Fang, Y He, Z Geng. Conference on Uncertainty in Artificial ...
Apr 25, 2024 · Collapsible IDA: Collapsing Parental Sets for Locally Estimating Possible Causal Effects. UAI 2020: 290-299. [i3]. view. electronic edition ...