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7. Hidden Markov Models (Parte 2) (pdf, it, 413 KB, 4/28/10)

7. Hidden Markov Models (Parte 2) (pdf, it, 413 KB, 4/28/10)

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Model selection problem 2:<br />

selecting the best topology<br />

• Problem: forcing the absence or the<br />

presence of connections<br />

• Typical ad-hoc solutions<br />

– ergodic HMM (no contraints)<br />

– left to right HMM (for speech)<br />

– circular HMM (for shape recogn<strong>it</strong>ion)<br />

standard ergodic HMM<br />

circular HMM [Arica,Yarman-Vural<br />

ICPR00]<br />

62<br />

Left to right HMM<br />

[Jelinek, Proc. IEEE 1976]<br />

63<br />

8

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