Accelerate tree ensemble learning based on adaptive sampling - Zhou, Yu; Li, Hui; Chen, Mei; Dai, Zhenyu; Zhu, Ming (Journal of computational methods in sciences and engineering, 2020)
Keywords: Adaptive sampling; Data analysis; Decision trees; Ensemble learning; Machine learning; Sampling methods; adaptive sampling; scalable learning; mas-sart’s inequality; Gradient boosting decision tree