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Composite Silhouette: A Subsampling-based Aggregation Strategy

Semoglou, Aggelos et al.
arXiv (All) · Papers
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machine-learning
Determining the number of clusters is a central challenge in unsupervised learning, where ground-truth labels are unavailable. The Silhouette coefficient is a widely used internal validation metric for this task, yet its standard micro-averaged form tends to favor larger clusters under size imbalanc
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