A Concise Information-Theoretic Derivation of the Baum-Welch algorithm

Alireza Nejati, Charles Unsworth

We derive the Baum-Welch algorithm for hidden Markov models (HMMs) through an information-theoretical approach using cross-entropy instead of the Lagrange multiplier approach which…