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Prototype selection for the nearest neighbour rule through proximity graphs

Pattern Recognition LettersPublished 1 June 1997
J. Salvador Sánchez, Filiberto Pla, Francesc J. Ferri
Citations153
SJR quartileQ1
SJR score1.00
SNIP1.43

TL;DR

The Gabriel and Relative Neighbourhood graphs are used to select a suitable subset of prototypes for the Nearest Neighbour rule and its performance is compared to those obtained by classical techniques.

Abstract

In this paper, the Gabriel and Relative Neighbourhood graphs are used to select a suitable subset of prototypes for the Nearest Neighbour rule. Experiments and results are reported showing the effectiveness of the method and comparing its performance to those obtained by classical techniques.

Keywords

Computer Science