Ontology highlight
ABSTRACT:
SUBMITTER: Turska E
PROVIDER: S-EPMC8468933 | biostudies-literature | 2021 Sep
REPOSITORIES: biostudies-literature
Turska Elzbieta E Jurga Szymon S Piskorski Jaroslaw J
Entropy (Basel, Switzerland) 20210914 9
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 many missing data as well as the being heavily unbalanced (there are few severe mood disorder cases). We find that all algorithms are specific, but only the rpart algorithm is sensitive; i.e., it is able ...[more]