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

页码：284 / 289

页数：6