Multiclass imbalanced learning with one-versus-one decomposition and spectral clustering

作者:

Highlights:

• The multiclass imbalanced learning was comprehensively studied.

• The proposed algorithm combines the OVO decomposition and spectral clustering.

• Comparisons with several state-of-the-art methods were conducted.

摘要

•The multiclass imbalanced learning was comprehensively studied.•The proposed algorithm combines the OVO decomposition and spectral clustering.•Comparisons with several state-of-the-art methods were conducted.

论文关键词:Imbalanced learning,Multiclass classification,One-versus-one decomposition,Spectral clustering

论文评审过程:Received 15 April 2019, Revised 24 July 2019, Accepted 19 December 2019, Available online 25 December 2019, Version of Record 31 December 2019.

论文官网地址:https://doi.org/10.1016/j.eswa.2019.113152