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Distributions of a General Reduced-Order Dependence Measure and Conditional Independence Testing

We study distributions of a general reduced-order dependence measure and apply the results to conditional independence testing and feature selection. Experiments with Bayesian Networks indicate that using the introduced test in the Grow and Shrink algorithm instead of Conditional Mutual Information...

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Detalhes bibliográficos
Publicado no:Computational Science – ICCS 2020
Main Authors: Kubkowski, Mariusz, Łazȩcka, Małgorzata, Mielniczuk, Jan
Formato: Artigo
Idioma:Inglês
Publicado em: 2020
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Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7304694/
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1007/978-3-030-50436-6_51
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