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 ExpectationMaximization.jl: A simple but generic implementation of Expectation Maximization algorithms to fit mixture models David Métivier 9070b9182a2845a9b702d90a7071de48 inrae.fr dmetivie 20887 34410-20887 https://arxiv.org/a/metivier_d_1 https://orcid.org/0000-0002-6044-7563 https://www.idref.fr/220259674 David Métivier 9070b9182a2845a9b702d90a7071de48 inrae.fr 2024-11-14 18:52:50 2024-11-08 2025-04-01 12:52:05 2024-11-15 15:39:18 2024-11-08 2024-11-14 inra_publicVise_local_SC contributor David Métivier 9070b9182a2845a9b702d90a7071de48 inrae.fr CCSD hal-04784091 https://hal.inrae.fr/hal-04784091 metivier:hal-04784091 2024, <a target="_blank" style="word-break: break-all;" href="https://archive.softwareheritage.org/browse/swh:1:dir:8ed1911c8e0fc5d86663141fe4f7b42698021ad6;origin=https://hal.archives-ouvertes.fr/hal-04784091;visit=swh:1:snp:61aa1963730138cfefb0d92d93087b5c45033f1d;anchor=swh:1:rel:ec1e90f61a2511803adab870117005e68dc47d74;path=/">&#x27E8;swh:1:dir:8ed1911c8e0fc5d86663141fe4f7b42698021ad6;origin=https://hal.archives-ouvertes.fr/hal-04784091;visit=swh:1:snp:61aa1963730138cfefb0d92d93087b5c45033f1d;anchor=swh:1:rel:ec1e90f61a2511803adab870117005e68dc47d74;path=/&#x27E9;</a> 2024, &#x27E8;swh:1:dir:8ed1911c8e0fc5d86663141fe4f7b42698021ad6;origin=https://hal.archives-ouvertes.fr/hal-04784091;visit=swh:1:snp:61aa1963730138cfefb0d92d93087b5c45033f1d;anchor=swh:1:rel:ec1e90f61a2511803adab870117005e68dc47d74;path=/&#x27E9; MIT License Anne SOFTWARE Institut Agro Montpellier Institut National de Recherche en Agriculture, Alimentation et Environnement INRAE Occitanie Montpellier Mathématiques, Informatique et Statistique pour l'Environnement et l'Agronomie Département MathNum Réseau "Systèmes Agricoles et Eau" Institut Agro Test MathNum 0.2.3 Actif Julia ExpectationMaximization.jl: A simple but generic implementation of Expectation Maximization algorithms to fit mixture models David Métivier 9070b9182a2845a9b702d90a7071de48 inrae.fr dmetivie 20887 34410-20887 https://arxiv.org/a/metivier_d_1 https://orcid.org/0000-0002-6044-7563 https://www.idref.fr/220259674 MISTEA - Axe probabilité-statistique Inrae swh:1:dir:8ed1911c8e0fc5d86663141fe4f7b42698021ad6;origin=https://hal.archives-ouvertes.fr/hal-04784091;visit=swh:1:snp:61aa1963730138cfefb0d92d93087b5c45033f1d;anchor=swh:1:rel:ec1e90f61a2511803adab870117005e68dc47d74;path=/ English Stochastic em algorithm Mixture models Clustering Generic codes Julia programming language Expectation Maximization Mathematics [math]/Statistics [math.ST] Statistics [stat]/Machine Learning [stat.ML] Software Software Software

ExpectationMaximization.jl: A simple but generic implementation of Expectation Maximization algorithms to fit mixture models.This package provides a simple implementation of the Expectation Maximization (EM) algorithm used to fit mixture models. Due to Julia amazing dispatch systems, generic and reusable code spirit, and the Distributions.jl package, the code while being very generic is both very expressive and fast! (Take a look at the Benchmark section)

 198217965K Mathématiques, Informatique et STatistique pour l'Environnement et l'Agronomie MISTEA 2022-01-01
INRA 2, place Viala F-34060 Montpellier Cedex 1
https://ror.org/003vg9w96 Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement INRAE 2020-01-01
261038990 https://ror.org/03rnk6m14 Institut Agro Montpellier 2022-01-01
2, place Viala - Montpellier
https://www.institut-agro-montpellier.fr/ 260373249 https://ror.org/01dkyve95 Institut national d'enseignement supérieur pour l'agriculture, l'alimentation et l'environnement Institut Agro 2020-01-01
https://www.institut-agro.fr