CURE-SMOTE algorithm and hybrid algorithm for feature selection and parameter optimization based on random forests

The random forests algorithm is a type of classifier with prominent universality, a wide application range, and robustness for avoiding overfitting. But there are still some drawbacks to random forests. Therefore, to improve the performance of random forests, this paper seeks to improve imbalanced d...

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Veröffentlicht in:BMC bioinformatics 2017-03, Vol.18 (1), p.169-169, Article 169
Hauptverfasser: Ma, Li, Fan, Suohai
Format: Artikel
Sprache:eng
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