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stat.ML2022
POSSE-kNN: Pathwise Out-of-Bag Selected Subspace Ensembles for Binary Classification
Zardad Khan, Amjad Ali, Najd Adeed +1
Nearest neighbour classification is attractive for tabular data, but its performance can deteriorate when a fixed query centred neighbourhood does not follow the local class geomet…
cs.LG2022★ 2 cited
A k nearest neighbours classifiers ensemble based on extended neighbourhood rule and features subsets
Amjad Ali, Muhammad Hamraz, Naz Gul +3
kNN based ensemble methods minimise the effect of outliers by identifying a set of data points in the given feature space that are nearest to an unseen observation in order to pred…