HMM Network Instance

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An HMM network instance is a lattice-based directed conditional probability network that abides by a hidden Markov network metamodel.



References

2005

2004

Markov
Models
Do we have control
over the state transitons?
NO YES
Are the states
completely
observable?
YES

Markov Chain

MDP

Markov Decision Process
NO

HMM

Hidden Markov Model

POMDP

Partially Observable
Markov Decision Process

1997

1993

  • (Tanaka et al., 1993) ⇒ H. Tanaka & al. (1993). “Classification of Proteins via Successive State Splitting of Hidden Markov Network.” In: ProceedingsW26 in IJCAI93,