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stepmixr - MaRDI portal

stepmixr

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Interface to 'Python' Package 'StepMix'

Charles-Édouard Giguère, Sacha Morin, Éric Lacourse, Robin Legault, Roxane de la Sablonnière, Félix Laliberté

Last update: 9 January 2024

Copyright license: GNU General Public License, version 2.0

Software version identifier: 0.1.1, 0.1.0, 0.1.2

Source code repository: https://github.com/cran/stepmixr

This is an interface for the 'Python' package 'StepMix'. It is a 'Python' package following the scikit-learn API for model-based clustering and generalized mixture modeling (latent class/profile analysis) of continuous and categorical data. 'StepMix' handles missing values through Full Information Maximum Likelihood (FIML) and provides multiple stepwise Expectation-Maximization (EM) estimation methods based on pseudolikelihood theory. Additional features include support for covariates and distal outcomes, various simulation utilities, and non-parametric bootstrapping, which allows inference in semi-supervised and unsupervised settings.





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