Estimation of the influence of information class coverage on generalized ability of the k-nearest-neighbors classifier

Estimation of the influence of information class coverage on generalized ability of the k-nearest-neighbors classifier

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 o...

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Veröffentlicht in:Automatic control and computer sciences 2008-12, Vol.42 (6), p.283-287
Hauptverfasser: Kapustii, B. E., Rusyn, B. P., Tayanov, V. A.
Format: Artikel
Sprache:eng
Schlagworte:
Computer Science
Control Structures and Microprogramming
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Zusammenfassung: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.
ISSN:0146-4116
1558-108X
DOI:10.3103/S0146411608060011