Browsing School of Computer Science and Statistics by Author "Pasquier, Francois-Xavier"
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Blame-Based Noise Reduction: An Alternative Perspective on Noise Reduction for Lazy Learning
Pasquier, Francois-Xavier; Delany, Sarah Jane; Cunningham, Padraig (Trinity College Dublin, Department of Computer Science, 2005-02-22)In this paper we present a new perspective on noise reduction for nearest-neighbour classifiers. Classic noise reduction algorithms such as Repeated Edited Nearest Neighbour remove cases from the training set if they are ...