Interpolating self-organising map (iSOM)

Authors
Yin, H Allinson, NM
Citation
H. Yin et Nm. Allinson, Interpolating self-organising map (iSOM), ELECTR LETT, 35(19), 1999, pp. 1649-1650
Citations number
7
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
ELECTRONICS LETTERS
ISSN journal
00135194 → ACNP
Volume
35
Issue
19
Year of publication
1999
Pages
1649 - 1650
Database
ISI
SICI code
0013-5194(19990916)35:19<1649:ISM(>2.0.ZU;2-#
Abstract
A new learning algorithm is presented for enhancing the scale or structure of an already trained self-organising map (SOM) without the need to re-use the original training data. Alternative methods for the insertion of these additional interpolating neurons, while still preserving the learnt topolog y, are presented together with two illustrative examples of the algorithm i n operation.