Hall, Peter; Samworth, Richard J. - In: Journal of the Royal Statistical Society Series B 67 (2005) 3, pp. 363-379
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 less than 50% of the sample size, for...