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

[31] The metro visualisation of component planes for Self-Organising Maps
Neumayer, Robert
Mayer, Rudolf
Poelzlbauer, Georg
Rauber, Andreas
[J]. 2007 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS, VOLS 1-6, 2007, : 2793 - 2798
[32] On the Use of Self-Organising Maps to Analyse Spectral Data
Cariou, Veronique
Bertrand, Dominique
[J]. ADVANCES IN DATA ANALYSIS: THEORY AND APPLICATIONS TO RELIABILITY AND INFERENCE, DATA MINING, BIOINFORMATICS, LIFETIME DATA, AND NEURAL NETWORKS, 2010, : 267 - +
[33] Visualising flight regimes using self-organising maps
Bektas, O.
[J]. AERONAUTICAL JOURNAL, 2023, 127 (1316): : 1817 - 1831
[34] A study of the use of self-organising maps in information retrieval
Saarikoski, Jyri
Laurikkala, Jorma
Jarvelin, Kalervo
Juhola, Martti
[J]. JOURNAL OF DOCUMENTATION, 2009, 65 (02) : 304 - 322
[35] Visualisation of plant disturbances using self-organising maps
VanDeventer, JSJ
Moolman, DW
Aldrich, C
[J]. COMPUTERS & CHEMICAL ENGINEERING, 1996, 20 : S1095 - S1100
[36] Meteorological data mining employing self-organising maps
Tambouratzis, T
Tambouratzis, G
[J]. ARTIFICIAL NEURAL NETS AND GENETIC ALGORITHMS, PROCEEDINGS, 2003, : 149 - 153
[37] A comparison of self-organising maps and principal components analysis
Das, Gopal
Chattopadhyay, Manojit
Gupta, Sumeet
[J]. INTERNATIONAL JOURNAL OF MARKET RESEARCH, 2016, 58 (06) : 815 - 834
[38] Analysing the Similarity of Album Art with Self-Organising Maps
Mayer, Rudolf
[J]. ADVANCES IN SELF-ORGANIZING MAPS, WSOM 2011, 2011, 6731 : 357 - 366
[39] Spatial and temporal classification with multiple self-organising maps
Wan, WJ
Fraser, D
[J]. IMAGE AND SIGNAL PROCESSING FOR REMOTE SENSING III, 1996, 2955 : 307 - 314
[40] Adaptive Learning in Motion Analysis with Self-Organising Maps
Angelopoulou, Anastassia
Garcia-Rodriguez, Jose
Psarrou, Alexandra
Gupta, Gaurav
Mentzelopoulos, Markos
[J]. 2013 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2013,

← 1 2 3 4 5 →