Scaling Factorial Hidden Markov Models: Stochastic Variational Inference without Messages

Yin Cheng Ng, Pawel Chilinski, Ricardo Silva

Factorial Hidden Markov Models (FHMMs) are powerful models for sequential data but they do not scale well with long sequences. We propose a scalable inference and learning algorith…