We present the R package mixsmsn, which implements routines for maximum likelihood estimation (via an expectation maximization EM-type algorithm) in finite mixture models with components belonging to the class of scale mixtures of the skew-normal distribution, which we call the FMSMSN models. Both univariate and multivariate responses are considered. It is possible to fix the number of components of the mixture to be fitted, but there exists an option that transfers this responsibility to an automated procedure, through the analysis of several models choice criteria. Plotting routines to generate histograms, plug-in densities and contour plots using the fitted models output are also available. The precision of the EM estimates can be evalua...
Orientador: Victor Hugo Lachos DavilaDissertação (mestrado) - Universidade Estadual de Campinas, Ins...
The mixtools package for R provides a set of functions for analyzing a variety of finite mixture mod...
This paper presents the R package EMMIXcskew for the fitting of the canonical fundamental skew t-dis...
We present the R package mixsmsn, which implements routines for maximum likeli- hood estimation (via...
We present the R package mixsmsn, which implements routines for maximum likeli- hood estimation (via...
This book presents recent results in finite mixtures of skewed distributions to prepare readers to u...
This paper introduces the scale-shape mixtures of skew-normal (SSMSN) distributions which provide al...
This paper describes an algorithm for fitting finite mixtures of unrestricted Multivariate Skew t (F...
Finite mixture models have been widely used for the modelling and analysis of data from heterogeneou...
This paper describes an algorithm for fitting finite mixtures of unrestricted Multivariate Skew t (F...
We consider the fitting of normal mixture models to multivariate data, using maximum likelihood via ...
Finite mixtures of skew distributions provide a flexible tool for modeling heterogeneous data with a...
Finite mixtures of multivariate skew distributions have become increasingly popular in recent years ...
In this paper, we examine the finite mixture (FM) model with a flexible class of two-piece distribut...
Finite mixtures of skew distributions provide a flexible tool for modeling heterogeneous data with a...
Orientador: Victor Hugo Lachos DavilaDissertação (mestrado) - Universidade Estadual de Campinas, Ins...
The mixtools package for R provides a set of functions for analyzing a variety of finite mixture mod...
This paper presents the R package EMMIXcskew for the fitting of the canonical fundamental skew t-dis...
We present the R package mixsmsn, which implements routines for maximum likeli- hood estimation (via...
We present the R package mixsmsn, which implements routines for maximum likeli- hood estimation (via...
This book presents recent results in finite mixtures of skewed distributions to prepare readers to u...
This paper introduces the scale-shape mixtures of skew-normal (SSMSN) distributions which provide al...
This paper describes an algorithm for fitting finite mixtures of unrestricted Multivariate Skew t (F...
Finite mixture models have been widely used for the modelling and analysis of data from heterogeneou...
This paper describes an algorithm for fitting finite mixtures of unrestricted Multivariate Skew t (F...
We consider the fitting of normal mixture models to multivariate data, using maximum likelihood via ...
Finite mixtures of skew distributions provide a flexible tool for modeling heterogeneous data with a...
Finite mixtures of multivariate skew distributions have become increasingly popular in recent years ...
In this paper, we examine the finite mixture (FM) model with a flexible class of two-piece distribut...
Finite mixtures of skew distributions provide a flexible tool for modeling heterogeneous data with a...
Orientador: Victor Hugo Lachos DavilaDissertação (mestrado) - Universidade Estadual de Campinas, Ins...
The mixtools package for R provides a set of functions for analyzing a variety of finite mixture mod...
This paper presents the R package EMMIXcskew for the fitting of the canonical fundamental skew t-dis...