Jia-Xuan Lu

A Subspace Ensemble Framework for High-Dimensional Active Learning

A novel framework, Active Learning via Subspace Ensembles and Similarity (ALSES), which effectively isolates informative variables and achieves superior classification accuracy with significantly fewer labeled instances, demonstrating its robustness in complex, noisy applications.