Jul 18, 2023 · Abstract—Identifying the direct causes or causal parents of a target variable is crucial for scientific discovery. Focusing on.
A simple yet effective procedure for identifying causal parents. We demonstrate the performance of the proposed method over various synthetic and real datasets.
Also, ICP requires that the distribution of the noise and model coefficients not change over environment (i.e., Y cannot be intervened), which can be relaxed in ...
Jul 29, 2023 · In this paper, we discuss different assumptions for the data-generating process of the target variable under which the set of direct causes is identifiable ...
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Identifying the direct causes or causal parents of a target variable is crucial for scientific discovery. Focusing on linear models, the invariant ...
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Article "Identifying Direct Causes Using Intervened Target Variable" Detailed information of the J-GLOBAL is an information service managed by the Japan ...
(vi) if X and Y cannot be screened off in O, then X is a direct cause of Y in O, or Y is a direct cause of X in O, or X and Y have a common cause outside of O;.
Sep 5, 2024 · We consider the problem of learning a set of direct causes of a target variable from an observational joint distribution.
Missing: Intervened | Show results with:Intervened
In Woodward's theory, roughly, one variable X is a direct cause of another variable Y if there exists an intervention on X such that if all other variables ...
Aug 29, 2024 · This method can be used to detect whether a single variable is causally relevant to the target variable. If the conditional set Z encompasses ...