A Clustering Method Based on Brain Storm Optimization Algorithm
Tianyu Wang, Yu Xue, Yan Zhao, Yuxiang Wang*, Yan Zhang, Yuxiang He
Journal of Information Hiding and Privacy Protection, Vol.2, No.3, pp. 135-142, 2020, DOI:10.32604/jihpp.2020.010362
- 18 December 2020
Abstract In the field of data mining and machine learning, clustering is a
typical issue which has been widely studied by many researchers, and lots of
effective algorithms have been proposed, including K-means, fuzzy c-means
(FCM) and DBSCAN. However, the traditional clustering methods are easily
trapped into local optimum. Thus, many evolutionary-based clustering methods
have been investigated. Considering the effectiveness of brain storm
optimization (BSO) in increasing the diversity while the diversity optimization is
performed, in this paper, we propose a new clustering model based on BSO to
use the global ability of BSO. In our… More >