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Properties of bagged nearest neighbour classifiers

Hall, Peter; Samworth, Richard

Description

It is shown that bagging, a computationally intensive method, asymptotically improves the performance of nearest neighbour classifiers provided that the resample size is less than 69% of the actual sample size, in the case of with-replacement bagging, or

CollectionsANU Research Publications
Date published: 2005
Type: Journal article
URI: http://hdl.handle.net/1885/82020
Source: Journal of the Royal Statistical Society Series B
DOI: 10.1111/j.1467-9868.2005.00506.x

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