Identifiability of latent-variable and structural-equation models: from linear to nonlinear

Aapo Hyvärinen, Ilyes Khemakhem, Ricardo Monti

An old problem in multivariate statistics is that linear Gaussian models are often unidentifiable, i.e. some parameters cannot be uniquely estimated. In factor (component) analysis…