Fast Training Set Size Reduction Using Simple Space Partitioning Algorithms

The Reduction by Space Partitioning (RSP3) algorithm is a well-known data reduction technique. It summarizes the training data and generates representative prototypes. Its goal is to reduce the computational cost of an instance-based classifier without penalty in accuracy. The algorithm keeps on div...

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Bibliographic Details
Published in:	Information (Basel) Vol. 13; no. 12; p. 572
Main Authors:	Ougiaroglou, Stefanos, Mastromanolis, Theodoros, Evangelidis, Georgios, Margaris, Dionisis
Format:	Journal Article
Language:	English
Published:	Basel MDPI AG 01.12.2022
Subjects:	Accuracy Algorithms Classification Clustering Computing costs Data reduction instance-based classification kNN classifier Partitioning prototype generation Prototypes Reduction by Space Partitioning RSP3 Size reduction Statistical tests Training
ISSN:	2078-2489, 2078-2489
Online Access:	Get full text
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