Factorial Hidden Markov Model (FHMM)
GPTKB entity
Statements (20)
| Predicate | Object |
|---|---|
| gptkbp:instanceOf |
gptkb:probabilistic_graphical_model
gptkb:statistical_analysis |
| gptkbp:advantage |
captures multiple sources of variation
models complex dependencies |
| gptkbp:describedBy |
gptkb:Ghahramani_and_Jordan,_1997
|
| gptkbp:hasComponent |
multiple Markov chains
|
| gptkbp:hasInferenceMethod |
variational inference
expectation propagation Markov Chain Monte Carlo (MCMC) |
| gptkbp:hasProperty |
multiple independent hidden state sequences
shared observation sequence |
| gptkbp:limitation |
inference is computationally expensive
|
| gptkbp:relatedTo |
Hidden Markov Model (HMM)
|
| gptkbp:usedIn |
gptkb:machine_learning
gptkb:signal_processing speech recognition bioinformatics |
| gptkbp:bfsParent |
gptkb:Ghahramani_and_Jordan,_1997
|
| gptkbp:bfsLayer |
8
|
| https://www.w3.org/2000/01/rdf-schema#label |
Factorial Hidden Markov Model (FHMM)
|