Zero-Shot Feature Selection via Transferring Supervised Knowledge

Zheng Wang, Qiao Wang, Tingzhang Zhao, Chaokun Wang, Xiaojun Ye

Abstract: Feature selection, an effective technique for dimensionality reduction, plays an important role in many machine learning systems. Supervised knowledge can significantly improve the performance. However, faced with the rapid growth of newly emerging concepts, existing supervised methods might easily...