Adaptive Structured and Consistent Ensemble Clustering

doi:10.1016/j.patcog.2026.114859

Adaptive Structured and Consistent Ensemble Clustering

2026-09-06

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DOI：10.1016/j.patcog.2026.114859

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Abstract

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• Adaptive mapping matrix dynamically updates cluster-level weights. • Joint structured and consistency learning outputs discrete labels directly. • Hyperparameter-free objective solved by efficient coordinate descent.

Keywords:

Ensemble clustering

Mapping matrix

Structured learning

Consistency learning

Coordinate descent

Adaptive Structured and Consistent Ensemble Clustering

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