Multi-label feature selection via label relaxation

Yuling Fan, Peizhong Liu, Jinghua Liu

Abstract: Highlights•The label relaxation matrix handles the rigid mapping between features and labels.•The structuring subspace decomposed from the feature selection matrix mining structural relations.•Two structural relations and one correlation relation are connected by feature selection matrix.•An efficient algorithm is designed to solve the optimization problem.