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Third-order moment varieties of linear non-Gaussian graphical models

Third-order moment varieties of linear non-Gaussian graphical models

Abstract In this paper, we study linear non-Gaussian graphical models from the perspective of algebraic statistics. These are acyclic causal models in which each variable is a linear combination of its direct causes and independent noise. The underlying directed causal graph can be identified uniquely via the set of second …