6 citations · 8 across the 2 of their papers we have counts for
2 papers
cs.LG2024★ 6 cited
Functional Linear Non-Gaussian Acyclic Model for Causal Discovery
Tian-Le Yang, Kuang-Yao Lee, Kun Zhang +1
In causal discovery, non-Gaussianity has been used to characterize the complete configuration of a Linear Non-Gaussian Acyclic Model (LiNGAM), encompassing both the causal ordering…
cs.LG2024★ 2 cited
Generalization of LiNGAM that allows confounding
Joe Suzuki, Tian-Le Yang
LiNGAM determines the variable order from cause to effect using additive noise models, but it faces challenges with confounding. Previous methods maintained LiNGAM's fundamental st…