Abstract Clustering algorithms are of fundamental importance when dealing with large unstructured datasets and discovering new patterns correlations therein, applications ranging from scientific research to medical imaging marketing analysis. In this work, we introduce a quantum version the density peak clustering algorithm, built upon routine for minimum finding. We prove speedup decision depe...