Multi-algorithm clustering analysis for characterizing cow productivity on automatic milking systems over lactation periods

•A novel multi-algorithmic clustering methodology and a merging index were proposed.•Multi-algorithmic clustering analysis was applied to long-term milk production.•Dairy cows were classified into Low and High Productivity Groups.•Protein, fat, and lactose content were smaller in the High Productivi...

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