Enabling clustering algorithms to detect clusters of varying densities through scale-invariant data preprocessing

Sunil Aryal, Jonathan R. Wells, Arbind Agrahari Baniya +1

In this paper, we show that preprocessing data using a variant of rank transformation called 'Average Rank over an Ensemble of Sub-samples (ARES)' makes clustering algorithms robus…