Streaming HMM inference is cast as a constrained projection onto an S-path mixture in predictive space, producing a deterministic recursive beam algorithm with closed-form updates.
Gerardo Duran-Martin, Leandro S´ anchez-Betancourt, ´Alvaro Cartea, and Kevin Murphy
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A Predictive View on Streaming Hidden Markov Models
Streaming HMM inference is cast as a constrained projection onto an S-path mixture in predictive space, producing a deterministic recursive beam algorithm with closed-form updates.