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Algebraic Constraints for Linear Acyclic Causal Models

math.ST · 2025-04-30 · accept · novelty 8.0

A random vector arises from a linear non-Gaussian acyclic model with graph G if and only if certain matrices built from its second- and third-order moments have rank exactly equal to the number of parents of each vertex.

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  • Algebraic Constraints for Linear Acyclic Causal Models math.ST · 2025-04-30 · accept · none · ref 8

    A random vector arises from a linear non-Gaussian acyclic model with graph G if and only if certain matrices built from its second- and third-order moments have rank exactly equal to the number of parents of each vertex.