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POCS-based Clustering Algorithm. (arXiv:2208.08888v1 [cs.LG])
Aug. 19, 2022, 1:10 a.m. | Le-Anh Tran, Henock M. Deberneh, Truong-Dong Do, Thanh-Dat Nguyen, My-Ha Le, Dong-Chul Park
cs.LG updates on arXiv.org arxiv.org
A novel clustering technique based on the projection onto convex set (POCS)
method, called POCS-based clustering algorithm, is proposed in this paper. The
proposed POCS-based clustering algorithm exploits a parallel projection method
of POCS to find appropriate cluster prototypes in the feature space. The
algorithm considers each data point as a convex set and projects the cluster
prototypes parallelly to the member data points. The projections are convexly
combined to minimize the objective function for data clustering purpose. The
performance …
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