Potential Functions

ML Math Derivations (16): Conditional Random Fields

Why do CRFs outperform HMMs on sequence labeling? This article derives linear-chain CRF from the ground up -- potential functions, the forward-backward algorithm, gradient computation, and Viterbi decoding.