Search Results for author: Muhammad Hamraz

Found 2 papers, 0 papers with code

A Random Projection k Nearest Neighbours Ensemble for Classification via Extended Neighbourhood Rule

no code implementations21 Mar 2023 Amjad Ali, Muhammad Hamraz, Dost Muhammad Khan, Wajdan Deebani, Zardad Khan

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.

A k nearest neighbours classifiers ensemble based on extended neighbourhood rule and features subsets

no code implementations30 May 2022 Amjad Ali, Muhammad Hamraz, Naz Gul, Dost Muhammad Khan, Zardad Khan, Saeed Aldahmani

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 predict its response by using majority voting.

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