Algebraic Constraints for Linear Acyclic Causal Models

Cole Gigliotti, Elina Robeva

In this paper we study the space of second- and third-order moment tensors of random vectors which satisfy a Linear Non-Gaussian Acyclic Model (LiNGAM). In such a causal model each…