Li Xie

Swarm-optimized heterogeneous ensemble with quantile regression for small-sample long-tailed distribution prediction

Predicting maintenance costs for industrial equipment faces the dual challenges of small sample sizes and long-tailed data distributions. Existing methods struggle to ensure both point prediction accuracy and reliable intervals for the tail. This paper proposes the Swarm-driven Adaptive Data Augmentation and Heterogene...