ON THE ORDERING CONDITIONS FOR SELF-ORGANIZING MAPS

被引：15
|
作者：
BUDINICH, M
TAYLOR, JG
机构：
[1] UNIV LONDON KINGS COLL,CTR NEURAL NETWORKS,LONDON WC2R 2LS,ENGLAND
[2] UNIV TRIESTE,DIPARTMENTO FIS,I-34127 TRIESTE,ITALY
[3] IST NAZL FIS NUCL,I-34127 TRIESTE,ITALY
来源：
NEURAL COMPUTATION | 1995年 / 7卷 / 02期
关键词：
D O I：
10.1162/neco.1995.7.2.284
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
We present a geometric interpretation of ordering in self-organizing feature maps. This view provides simpler proofs of Kohonen ordering theorem and of convergence to an ordered state in the one-dimensional case. At the same time it explains intuitively the origin of the problems in higher dimensional cases. Furthermore it provides a geometric view of the known characteristics of learning in self-organizing nets.
引用
收藏
页码：284 / 289
页数：6
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