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Mood Disorder Detection in Adolescents by Classification Trees, Random Forests and XGBoost in Presence of Missing Data

We apply tree-based classification algorithms, namely the classification trees, with the use of the rpart algorithm, random forests and XGBoost methods to detect mood disorder in a group of 2508 lower secondary school students. The dataset presents many challenges, the most important of which is man...

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Detalles Bibliográficos
Autores principales: Turska, Elzbieta, Jurga, Szymon, Piskorski, Jaroslaw
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8468933/
https://www.ncbi.nlm.nih.gov/pubmed/34573835
http://dx.doi.org/10.3390/e23091210