Finite mixture models

GPTKB entity

Statements (23)
Predicate Object
gptkbp:instanceOf statistical analysis
gptkbp:application gptkb:Bioinformatics
Speech recognition
Image segmentation
Market segmentation
gptkbp:assumes Data generated from multiple distributions
gptkbp:componentDistribution Probability distribution
gptkbp:componentNumber Finite
gptkbp:contrastsWith Infinite mixture models
gptkbp:form Weighted sum of component distributions
https://www.w3.org/2000/01/rdf-schema#label Finite mixture models
gptkbp:introducedIn Early 20th century
gptkbp:parameterEstimationMethod Expectation-maximization algorithm
gptkbp:relatedTo gptkb:Hidden_Markov_model
gptkb:Gaussian_mixture_model
Latent variable model
gptkbp:usedFor Classification
Clustering
Density estimation
gptkbp:usedIn Statistics
Machine learning
gptkbp:bfsParent gptkb:Gaussian_mixture_models
gptkbp:bfsLayer 6