most citedAccelerated Fuzzy C-Means Clustering Based on New Affinity Filtering and Membership Scaling

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cs.LG2023★ 1 cited

Accelerated Fuzzy C-Means Clustering Based on New Affinity Filtering and Membership Scaling

Dong Li, Shuisheng Zhou, Witold Pedrycz

Fuzzy C-Means (FCM) is a widely used clustering method. However, FCM and its many accelerated variants have low efficiency in the mid-to-late stage of the clustering process. In th…

cs.LG2023

Multi-Prototypes Convex Merging Based K-Means Clustering Algorithm

Dong Li, Shuisheng Zhou, Tieyong Zeng +1

K-Means algorithm is a popular clustering method. However, it has two limitations: 1) it gets stuck easily in spurious local minima, and 2) the number of clusters k has to be given…