Ensemble clustering using extended fuzzy k-means for cancer data analysis

作者:

Highlights:

• Extension of fuzzy k-means to generate feature subspaces.

• Generation of input clusterings from feature subspace.

• Ensemble method for ensemble clustering.

• Results generation from cancer data.

• Interpretation of the results.

摘要

•Extension of fuzzy k-means to generate feature subspaces.•Generation of input clusterings from feature subspace.•Ensemble method for ensemble clustering.•Results generation from cancer data.•Interpretation of the results.

论文关键词:Fuzzy k-means,Cluster analysis,Cancer data,Variable weights

论文评审过程:Received 16 September 2020, Revised 1 January 2021, Accepted 13 January 2021, Available online 26 January 2021, Version of Record 13 February 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.114622