A New Density Peak Clustering Algorithm Based on Cluster Fusion Strategy
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Access"
DOI: 10.1109/access.2022.3205742
Abstract: When the density peak clustering algorithm deals with complex datasets and the problem of multiple density peaks in the same cluster, the subjectively selected cluster centers are not accurate enough, and the allocation of non-cluster… read more here.
Keywords: density; density peak; peak clustering; clustering algorithm ... See more keywords
Index-Based Solutions for Efficient Density Peak Clustering
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DOI: 10.1109/tkde.2020.3004221
Abstract: Density Peak Clustering (DPC), a popular density-based clustering approach, has received considerable attention from the research community primarily due to its simplicity and fewer-parameter requirement. However, the resultant clusters obtained using DPC are influenced by… read more here.
Keywords: mml; peak clustering; density peak; index ... See more keywords
Hybrid Clustering Algorithm Based on Improved Density Peak Clustering
Sign Up to like & getrecommendations! Published in 2024 at "Applied Sciences"
DOI: 10.3390/app14020715
Abstract: In the era of big data, unsupervised learning algorithms such as clustering are particularly prominent. In recent years, there have been significant advancements in clustering algorithm research. The Clustering by Density Peaks algorithm is known… read more here.
Keywords: local density; improved density; clustering algorithm; density ... See more keywords