Fuhong Wang

Conditional Independent Component Analysis For Estimating Causal Structure with Latent Variables

Identifying latent variables and their induced causal structure is fundamental in various scientific fields. Existing approaches often rely on restrictive structural assumptions (e.g., purity) and may become invalid when these assumptions are violated. We introduce Conditional Independent Component…