Conditionally Identifiable Latent Representation for Multivariate Time Series with Structural Dynamics

Minkey Chang, Jae-Young Kim

We propose the Identifiable Variational Dynamic Factor Model (iVDFM) for multivariate time series. The model combines variational inference with partial identifiability guarantees…