Augmentation of degranulation mechanism for high-dimensional data with a multi-round optimization strategy

X Tang, M Duan, K Xu, Q Zhang - Fuzzy Sets and Systems, 2024 - Elsevier
Various fuzzy clustering-based granulation–degranulation techniques have been developed
for constructing and optimizing information granules, which help reveal the underlying …

Augmentation of Soft Partition with a Granular Prototype Based Fuzzy C-Means

R Wang, K Xu, Y Wang - Mathematics, 2024 - mdpi.com
Clustering is a fundamental cornerstone in unsupervised learning, playing a pivotal role in
various data mining techniques. The precise and efficient classification of data stands as a …