no code implementations • 30 Jan 2024 • Joe Suzuki, Tian-Le Yang
LiNGAM determines the variable order from cause to effect using additive noise models, but it faces challenges with confounding.
no code implementations • 17 Jan 2024 • Tian-Le Yang, Kuang-Yao Lee, Kun Zhang, Joe Suzuki
To expand this concept, we extend the notion of variables to encompass vectors and even functions, leading to the Functional Linear Non-Gaussian Acyclic Model (Func-LiNGAM).
no code implementations • 25 May 2023 • Tian-Le Yang, Joe Suzuki
Our paper posits that the optimal test error, in terms of the dropout rate, shows a monotonic decrease in linear regression with increasing sample size.