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Image Credit: Arxiv

Unimodal Strategies in Density-Based Clustering

  • Density-based clustering methods are more effective than centroid-based ones for data with noise or diverse distributions.
  • A recent study introduces a key property related to the number of clusters and core point radius in density-based clustering.
  • New strategies for determining radius values more efficiently using the Ternary Search algorithm are proposed based on this property.
  • Extensive validation on various high-dimensional data tasks shows the practical effectiveness and robustness of the proposed methodology.

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