Initialising self-organising maps

被引：0

作者：

Corchado, E ^{[1
]}

Fyfe, C ^{[1
]}

机构：

[1] Univ Paisley, Sch Informat & Commun Technol, Paisley, Renfrew, Scotland

来源：

INTELLIGENT DATA ENGINEERING AND AUTOMATED LEARNING | 2003年 / 2690卷

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

We review a technique for creating Self-Organising Maps (SOMs) in a Feature space which is nonlinearly related to the original data space. We show that convergence is remarkably fast for this method. By considering the linear feature space, we show that it is the interaction between the overcomplete basis in which learning takes place and the mixture of one-shot and incremental learning which comprises the method that gives the method its power. We illustrate the method on real and artificial data sets.

引用

页码：161 / 168

页数：8

共 50 条

[21] Image Theft Detection with Self-Organising Maps
Prentis, Philip
Sjoberg, Mats
Koskela, Markus
Laaksonen, Jorma
[J]. ARTIFICIAL NEURAL NETWORKS - ICANN 2009, PT I, 2009, 5768 : 495 - +
[22] Photometric redshift calibration with self-organising maps
Wright, Angus H.
Hildebrandt, Hendrik
van den Busch, Jan Luca
Heymans, Catherine
[J]. ASTRONOMY & ASTROPHYSICS, 2020, 637
[23] SOMMER:: self-organising maps for education and research
Schmuker, Michael
Schwarte, Florian
Brueck, Andre
Proschak, Ewgenij
Tanrikulu, Yusuf
Givehchi, Alireza
Scheiffele, Kai
Schneider, Gisbert
[J]. JOURNAL OF MOLECULAR MODELING, 2007, 13 (01) : 225 - 228
[24] On multidimensional scaling and the embedding of self-organising maps
Yin, Hujun
[J]. NEURAL NETWORKS, 2008, 21 (2-3) : 160 - 169
[25] Digital Hardware Implementation of Self-Organising Maps
Cutajar, M.
Gatt, E.
Micallef, J.
Grech, I
Casha, O.
[J]. MELECON 2010: THE 15TH IEEE MEDITERRANEAN ELECTROTECHNICAL CONFERENCE, 2010, : 1123 - 1128
[26] Progressive concept formation in Self-organising Maps
Corchado, E
Fyfe, C
[J]. COMPUTATIONAL METHODS IN NEURAL MODELING, PT 1, 2003, 2686 : 326 - 333
[27] Visual feature analysis by the self-organising maps
T. Kohonen
E. Oja
[J]. Neural Computing & Applications, 1998, 7 : 273 - 286
[28] Visual feature analysis by the self-organising maps
Kohonen, T
Oja, E
[J]. NEURAL COMPUTING & APPLICATIONS, 1998, 7 (03): : 273 - 286
[29] Introduction: new developments in self-organising maps
Allinson, N
Yin, HJ
Obermayer, K
[J]. NEURAL NETWORKS, 2002, 15 (8-9) : 943 - 943
[30] The self-organising map, a possible model of brain maps
Kohonen, T.
[J]. PERCEPTION, 1997, 26 : 1 - 1

← 1 2 3 4 5 →