On the identifiability of finite mixtures
Web1 de nov. de 2015 · In this subsection, the class of all finite mixtures of Skew-Normal distributions, given in (6), is proved to be identifiable. Besides, the class of all mixtures … WebAbstract. H. Teicher [5] has initiated a valuable study of the identifiability of finite mixtures (these terms to be defined in the next section), revealing a sufficiency condition that a class of finite mixtures be identifiable and from this, establishing the identifiability of all …
On the identifiability of finite mixtures
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Web4 Identifiability of Frailty Model. Identifiability is an important property of a statistical model, determining whether the model parameters may be recovered from the observed data (Mclachlan and Basford, 1988 ). A successful parameter estimation procedure or proof of consistency of the parameter estimates requires that a model is identifiable ... WebFinite mixtures of continuous densities were first studied by Teicher (1963). Most results for this problem are obtained for distributions on the real line or the d-dimensional Euclidean …
Web1. finite mixtures of products of finite measures, where the mixing parameters are unknown (including finite mixtures of multivariate Bernoulli distributions), also called latent-class models in the literature; 2. finite mixtures of products of nonparametric measures, again with unknown mixing parameters; 3. discrete hidden Markov models; Web1 de fev. de 2009 · In this paper, finite mixtures of the union of Logarithmic Series and Discrete Rectangular families are proved to be identifiable. The sufficient condition for the identifiability of finite mixtures given by Atienza et al. (Metrika 63:215---221, 2006) is applied instead of mostly used Teicher's condition (Teicher, Ann Math Stat 34: 1265-- …
WebWe present general results on the identifiability of finite mixtures of elliptical distributions under conditions on the characteristic generators or density generators. Examples … WebJSTOR Home
WebOn the identifiability of finite mixtures of Laguerre distributions (Corresp.) Abstract: Finite mixtures of Laguerre distribution are identifiable. Published in: IEEE Transactions on …
Web13 de abr. de 2024 · The finite mixtures approach identifies homogeneous groups within the sample. The data are aggregated into classes sharing similar patterns without any prior knowledge or assumption on the clustering. These clusters are characterized by group-specific regression coefficients to account for between groups heterogeneity. Two … flakiness meansWeb14 de jul. de 2024 · These include mixtures of both finite and nonparametric product distributions, hidden Markov models and random graph mixture models, and lead to a … can outdoor cushions be washedWeb17 de mar. de 2006 · We present general results on the identifiability of finite mixtures of elliptical distributions under conditions on the characteristic generators or density generators. Examples include the multivariate t ‐distribution, symmetric stable laws, exponential power and Kotz distributions. flakiness index meaningWeb5 de abr. de 2024 · Researchers use finite mixture models to analyze linked survey and administrative data on labor earnings, while also accounting for various types of measurement... flakiness hairWeb1 de jan. de 2000 · Abstract. The class of finite mixtures of multivariate Bernoulli distributions is known to be nonidentifiable; that is, different values of the mixture parameters can correspond to exactly the same probability distribution. In principle, this would mean that sample estimates using this model would give rise to different … can outdoor cushions get rained onWeb1 de out. de 2014 · Identifiability. Identifiability results for finite mixtures of ordinary linear models and finite mixtures of GLMs are available, see Hennig (2000) and Grün … flakiness index conclusionWeb13 de dez. de 2008 · In this paper, finite mixtures of the union of Logarithmic Series and Discrete Rectangular families are proved to be identifiable. The sufficient condition for the identifiability of finite mixtures given by Atienza et al. (Metrika 63:215–221, 2006) is applied instead of mostly used Teicher’s condition (Teicher, Ann Math Stat 34: … flakiness and elongation index of aggregate