Uses of Interface
elki.clustering.em.models.EMClusterModel
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Packages that use EMClusterModel Package Description elki.clustering.em Expectation-Maximization clustering algorithm for Gaussian Mixture Modeling (GMM).elki.clustering.em.models -
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Uses of EMClusterModel in elki.clustering.em
Method parameters in elki.clustering.em with type arguments of type EMClusterModel Modifier and Type Method Description static <O> doubleEM. assignProbabilitiesToInstances(Relation<? extends O> relation, java.util.List<? extends EMClusterModel<? super O,?>> models, WritableDataStore<double[]> probClusterIGivenX, WritableDoubleDataStore loglikelihoods)Assigns the current probability values to the instances in the database and compute the expectation value of the current mixture of distributions.static <O> voidEM. recomputeCovarianceMatrices(Relation<? extends O> relation, WritableDataStore<double[]> probClusterIGivenX, java.util.List<? extends EMClusterModel<? super O,?>> models, double prior)Recompute the covariance matrixes. -
Uses of EMClusterModel in elki.clustering.em.models
Subinterfaces of EMClusterModel in elki.clustering.em.models Modifier and Type Interface Description interfaceBetulaClusterModelModels usable in Betula EM clustering.Classes in elki.clustering.em.models that implement EMClusterModel Modifier and Type Class Description classDiagonalGaussianModelSimpler model for a single Gaussian cluster, without covariances.classMultivariateGaussianModelModel for a single multivariate Gaussian cluster with arbitrary rotation.classSphericalGaussianModelSimple spherical Gaussian cluster (scaled identity matrixes).classTextbookMultivariateGaussianModelNumerically problematic implementation of the GMM model, using the textbook algorithm.classTextbookSphericalGaussianModelSimple spherical Gaussian cluster.classTwoPassMultivariateGaussianModelModel for a single Gaussian cluster, using two-passes for slightly better numerics.Methods in elki.clustering.em.models that return types with arguments of type EMClusterModel Modifier and Type Method Description java.util.List<? extends EMClusterModel<O,M>>EMClusterModelFactory. buildInitialModels(Relation<? extends O> relation, int k)Build the initial models
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