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Analysis of Information-Based Nonparametric Variable Selection Criteria

We consider a nonparametric Generative Tree Model and discuss a problem of selecting active predictors for the response in such scenario. We investigated two popular information-based selection criteria: Conditional Infomax Feature Extraction (CIFE) and Joint Mutual information (JMI), which are both...

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Detalles Bibliográficos
Autores principales: Łazęcka, Małgorzata, Mielniczuk, Jan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7597280/
https://www.ncbi.nlm.nih.gov/pubmed/33286743
http://dx.doi.org/10.3390/e22090974