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In recent years, the emergence of multiview data has brought new possibilities for the diagnosis of AD. However, due to uneven density and uncertainty in the multiview data, existing algorithms still face challenges in extracting consistent and complementary information across views. To address this issue, a multiview fuzzy clustering algorithm, which integrates high\u2010density knowledge point extraction and low\u2010rank tensor regularization (K\u2010LRT\u2010MFC), is proposed in this paper. First, high\u2010density knowledge point extraction is employed to tackle the issue of uneven density in high\u2010dimensional data, enhancing the stability and accuracy of single\u2010view clustering. Second, low\u2010rank tensor regularization is applied to effectively capture high\u2010order complementary information among multiview data, significantly improving the precision and computational efficiency of multiview clustering. Experimental results on several publicly available AD diagnostic datasets demonstrate that the proposed method outperforms existing approaches in terms of accuracy, sensitivity, and specificity, providing an efficient and accurate solution for early AD diagnosis.<\/jats:p>","DOI":"10.1155\/int\/1458773","type":"journal-article","created":{"date-parts":[[2025,5,21]],"date-time":"2025-05-21T05:03:58Z","timestamp":1747803838000},"update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":0,"title":["Knowledge\u2010Driven and Low\u2010Rank Tensor Regularized Multiview Fuzzy Clustering for Alzheimer\u2019s 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