14 citations · 24 across the 9 of their papers we have counts for
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cs.AI2018★ 2 cited
Learning from Exemplars and Prototypes in Machine Learning and Psychology
Julian Zubek, Ludmila Kuncheva
This paper draws a parallel between similarity-based categorisation models developed in cognitive psychology and the nearest neighbour classifier (1-NN) in machine learning. Concei…
cs.CV2018
Instance Selection Improves Geometric Mean Accuracy: A Study on Imbalanced Data Classification
Ludmila I. Kuncheva, Álvar Arnaiz-González, José-Francisco Díez-Pastor +1
A natural way of handling imbalanced data is to attempt to equalise the class frequencies and train the classifier of choice on balanced data. For two-class imbalanced problems, th…