Higher-Order Cumulants

Identification of Causal Structure with Latent Variables Based on Higher Order Cumulants
Causal discovery with latent variables is a crucial but challenging task. Despite the emergence of numerous methods aimed at addressing …
Wei Chen, Zhiyi Huang, Ruichu Cai, Zhifeng Hao, Kun Zhang
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Causal Discovery with Latent Confounders Based on Higher-Order Cumulants
Causal discovery with latent confounders is an important but challenging task in many scientific areas. Despite the success of some …
Ruichu Cai, Zhiyi Huang, Wei Chen, Zhifeng Hao, Kun Zhang
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