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cs.LG2024
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…
cs.LG2021★ 1 cited
A Novel Data Pre-processing Technique: Making Data Mining Robust to Different Units and Scales of Measurement
Arbind Agrahari Baniya, Sunil Aryal, Santosh KC
Many existing data mining algorithms use feature values directly in their model, making them sensitive to units/scales used to measure/represent data. Pre-processing of data based…