Estimation of the influence of information class coverage on generalized ability of the k-nearest-neighbors classifier
B. E. Kapustii, Bohdan Rusyn, Vitaliy Tayanov · Automatic Control and Computer Sciences · 2008
In this paper an approach that provides an estimate of the influence of decreasing sizes of database classes on a recognition rate when the k -nearest-neighbors classifiers are in use is proposed. The approach also ensures the feasibility of identifying an optimal number k of the nearest neighbors on a given set.