Learning Hidden Markov Models using Non-Negative Matrix Factorization

George Cybenko, Valentino Crespi

The Baum-Welsh algorithm together with its derivatives and variations has been the main technique for learning Hidden Markov Models (HMM) from observational data. We present an HMM…