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stat.ML2025
Decision Tree Embedding by Leaf-Means
Cencheng Shen, Yuexiao Dong, Carey E. Priebe
Decision trees and random forest remain highly competitive for classification on medium-sized, standard datasets due to their robustness, minimal preprocessing requirements, and in…
stat.ML2020★ 3 cited
High-Dimensional Independence Testing via Maximum and Average Distance Correlations
Cencheng Shen, Yuexiao Dong
This paper investigates the utilization of maximum and average distance correlations for multivariate independence testing. We characterize their consistency properties in high-dim…