Density Peak Clustering (DPC), a popular density-based clustering approach, has received considerable attention from the research community primarily due to its simplicity and fewer-parameter requirement. However, resultant clusters obtained using DPC are influenced by sensitive parameter $d_c$ , which depends on data distri...