caa a22 4500 475801113 CHVBK 20180406123737.0 cr unu---uuuuu 170329e20000601xx s 000 0 eng 10.1023/A:1009634824627 doi (NATIONALLICENCE)springer-10.1023/A:1009634824627 A Batch Learning Vector Quantization Algorithm for Nearest Neighbour Classification [Elektronische Daten] [Sergio Bermejo, Joan Cabestany] We introduce a batch learning algorithm to design the set of prototypes of 1 nearest-neighbour classifiers. Like Kohonen's LVQ algorithms, this procedure tends to perform vector quantization over a probability density function that has zero points at Bayes borders. Although it differs significantly from their online counterparts since: (1) its statistical goal is clearer and better defined; and (2) it converges superlinearly due to its use of the very fast Newton's optimization method. Experiments results using artificial data confirm faster training time and better classification performance than Kohonen's LVQ algorithms. Kluwer Academic Publishers, 2000 Learning Vector Quantization nationallicence Newton's optimization nationallicence nearest neighbour classification nationallicence batch learning algorithms nationallicence Bermejo Sergio Department of Electronic Engineering, Universitat Politècnica de Catalunya (UPC), Gran Capità s/n, C4 building, 08034, Barcelona, Spain aut Cabestany Joan Department of Electronic Engineering, Universitat Politècnica de Catalunya (UPC), Gran Capità s/n, C4 building, 08034, Barcelona, Spain aut Neural Processing Letters Kluwer Academic Publishers 11/3(2000-06-01), 173-184 1370-4621 11:3<173 2000 11 11063 https://doi.org/10.1023/A:1009634824627 text/html Onlinezugriff via DOI 1 research-article jats NATIONALLICENCE 856 40 https://doi.org/10.1023/A:1009634824627 text/html Onlinezugriff via DOI NATIONALLICENCE 700 1- Bermejo Sergio Department of Electronic Engineering, Universitat Politècnica de Catalunya (UPC), Gran Capità s/n, C4 building, 08034, Barcelona, Spain aut NATIONALLICENCE 700 1- Cabestany Joan Department of Electronic Engineering, Universitat Politècnica de Catalunya (UPC), Gran Capità s/n, C4 building, 08034, Barcelona, Spain aut NATIONALLICENCE 773 0- Neural Processing Letters Kluwer Academic Publishers 11/3(2000-06-01), 173-184 1370-4621 11:3<173 2000 11 11063 Metadata rights reserved Springer special CC-BY-NC licence nationallicence BK010053 XK010053 XK010000 NATIONALLICENCE NATIONALLICENCE NL-springer