Multi-label feature selection via manifold regularization and dependence maximization

• Published in: Pattern recognition Vol. 120; p. 108149
• Main Authors: Huang, Rui, Wu, Zhejun
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.12.2021
• Subjects: Dependence maximization; Feature selection; Manifold regularization; Multi-label learning; Sparse regression; Multi-label learning; Feature selection; Sparse regression; Manifold regularization; Dependence maximization
• ISSN: 0031-3203; 1873-5142
• DOI: 10.1016/j.patcog.2021.108149

•Presenting a new multi-label feature selection method that efficiently combines manifold regularization and dependence maximization.•Introducing a HSIC-based measurement to evaluate the dependence between the manifold space and label space.•Developing an iterative optimization method to solve the o...