F-Mapper: A Fuzzy Mapper clustering algorithm
作者:
Highlights:
• The Mapper algorithm is optimized in choosing cover automatically with random percentage.
• The F-Mapper outputs are rather similar to those of the Mapper in the topological sense.
• The F-Mapper results are well-clustered based on the silhouette coefficient score.
摘要
•The Mapper algorithm is optimized in choosing cover automatically with random percentage.•The F-Mapper outputs are rather similar to those of the Mapper in the topological sense.•The F-Mapper results are well-clustered based on the silhouette coefficient score.
论文关键词:Topological data analysis,Mapper,Fuzzy -Means,F-Mapper,Clustering
论文评审过程:Received 7 May 2019, Revised 2 October 2019, Accepted 9 October 2019, Available online 11 October 2019, Version of Record 16 January 2020.
论文官网地址:https://doi.org/10.1016/j.knosys.2019.105107