Granular structure-based incremental updating for multi-label classification

作者:

Highlights:

• Formulate a granular structure system for multi-label classification.

• Present an incremental mechanism for multi-label based on proposed structure.

• Demonstrate the efficiency and effectiveness of proposed algorithm.

摘要

•Formulate a granular structure system for multi-label classification.•Present an incremental mechanism for multi-label based on proposed structure.•Demonstrate the efficiency and effectiveness of proposed algorithm.

论文关键词:Incremental learning,Multi-label classification,Granular structure system,Three-way decisions

论文评审过程:Received 26 April 2019, Revised 20 September 2019, Accepted 22 September 2019, Available online 16 October 2019, Version of Record 16 January 2020.

论文官网地址:https://doi.org/10.1016/j.knosys.2019.105066