Rmixmod: The R Package of the Model-Based Unsupervised, Supervised and Semi-Supervised Classification Mixmod LibraryReport as inadecuate




Rmixmod: The R Package of the Model-Based Unsupervised, Supervised and Semi-Supervised Classification Mixmod Library - Download this document for free, or read online. Document in PDF available to download.

1 MODAL - MOdel for Data Analysis and Learning LPP - Laboratoire Paul Painlevé, Inria Lille - Nord Europe, CERIM - Santé publique : épidémiologie et qualité des soins-EA 2694, Polytech Lille, Université de Lille 1, IUT’A 2 Probabilités et Statistique LPP - Laboratoire Paul Painlevé 3 LMB - Laboratoire de Mathématiques de Besançon 4 LPP - Laboratoire Paul Painlevé 5 SELECT - Model selection in statistical learning Inria Saclay - Ile de France, LMO - Laboratoire de Mathématiques d-Orsay, CNRS - Centre National de la Recherche Scientifique : UMR 6 Heudiasyc - Heuristique et Diagnostic des Systèmes Complexes Compiègne

Abstract : Mixmod is a well-established software package for fitting a mixture model of multivariate Gaussian or multinomial probability distribution functions to a given data set with either a clustering, a density estimation or a discriminant analysis purpose. The Rmixmod S4 package provides a bridge between the C++ core library of Mixmod mixmodLib and the R statistical computing environment. In this article, we give an overview of the model-based clustering and classification methods, and we show how the R package Rmixmod can be used for clustering and discriminant analysis.

Keywords : R Rmixmod. model-based clustering discriminant analysis visualization mixture models R Rmixmod





Author: Rémi Lebret - Serge Iovleff - Florent Langrognet - Christophe Biernacki - Gilles Celeux - Gérard Govaert -

Source: https://hal.archives-ouvertes.fr/



DOWNLOAD PDF




Related documents