clustering 1consumer segmentation 1demand response 1energy consumption 1set-to-set distance 1smart meter data 1
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stat.ML2026
CROCS: A Two-Stage Clustering Framework for Behaviour-Centric Consumer Segmentation with Smart Meter Data
Luke W. Yerbury, Ricardo J. G. B. Campello, G. C. Livingston +2
The paper introduces CROCS, a two‑stage clustering method that first summarizes each household’s daily electricity usage into representative load patterns and then groups household…
stat.ML2024
On the Use of Relative Validity Indices for Comparing Clustering Approaches
Luke W. Yerbury, Ricardo J. G. B. Campello, G. C. Livingston +2
Relative Validity Indices (RVIs) such as the Silhouette Width Criterion and Davies Bouldin indices are the most widely used tools for evaluating and optimising clustering outcomes.…