Caprile B., Furlanello C., Merler S.
Exact Bagging with k-Nearest Neighbour Classifiers
ITC-irst, Technical report, June 2001, 7 pp.
AbstractA formula is exhibited for the exact computation of
Bagging classifiers when the base model adopted is k-Nearest Neighbour
(k-NN). The formula holds in any dimension, does not require the
extraction of bootstrap replicates, and yields an implementation of
Bagging that is as fast as the computation of a single k-NN
classifier. It also shows that Bagging with 1-Nearest Neighbour is
perfectly equivalent to plain 1-NN.