A Machine-learning Based Ensemble Method For Anti-patterns Detection.

•Different anti-pattern detection tools can be aggregated to improve the detection.•Our method significantly improves the overall detection performances of the so aggregated tools for God Class and Feature Envy.•Our method significantly outperforms other ensemble methods.•None of the competing ensemble method can improve the performances for both anti-patterns.