Ensemble clustering based on evidence extracted from the co-association matrix

作者：

Highlights：

• Some evidences in co-association matrix are removed to improve the performance of clustering ensemble.

• An internal validity index that only uses co-association matrix information is proposed for clustering ensemble.

• The proposed method outperforms some state-of-the-art ensemble methods.

摘要

•Some evidences in co-association matrix are removed to improve the performance of clustering ensemble.•An internal validity index that only uses co-association matrix information is proposed for clustering ensemble.•The proposed method outperforms some state-of-the-art ensemble methods.

论文关键词：Clustering ensemble,Co-association matrix,Path-based distance

论文评审过程：Received 6 September 2018, Revised 13 March 2019, Accepted 23 March 2019, Available online 23 March 2019, Version of Record 28 March 2019.

论文官网地址：https://doi.org/10.1016/j.patcog.2019.03.020