HMM

Machine Learning Mathematical Derivations (15): Hidden Markov Models

Derive the three classical HMM algorithms from one principle (factorising the joint, then sharing sub-computations across time): Forward-Backward for evaluation and smoothing, Viterbi for MAP decoding, and Baum-Welch …