# Comprehensive Analysis of Random Forest and XGBoost Performance with SMOTE, ADASYN, and GNUS Under Varying Imbalance Levels

> Research article (Technologies, 2025) · cited 150× · AI/ML

**Wikidata**: [openalex:W4407843617](https://www.wikidata.org/wiki/openalex:W4407843617)  
**Source**: https://4ort.xyz/entity/comprehensive-analysis-of-random-forest-and-xgboost-performance-with-smote-adasyn-and-gnus-under-varying-imbalance-level