2 citations · 3 across the 3 of their papers we have counts for
3 papers
stat.ML2023★ 1 cited
A Random Projection k Nearest Neighbours Ensemble for Classification via Extended Neighbourhood Rule
Amjad Ali, Muhammad Hamraz, Dost Muhammad Khan +2
Ensembles based on k nearest neighbours (kNN) combine a large number of base learners, each constructed on a sample taken from a given training data. Typical kNN based ensembles de…
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…