Kohonen Maps

by Oja, Erkki; Kaski, Samuel

• ISBN13: 9780444502704
• ISBN10: 044450270X
• Format: Hardcover
• Copyright: 1999-07-01
• Publisher: Elsevier Science Ltd

Summary

The Self-Organizing Map, or Kohonen Map, is one of the most widely used neural network algorithms, with thousands of applications covered in the literature. It was one of the strong underlying factors in the popularity of neural networks starting in the early 80's. Currently this method has been included in a large number of commercial and public domain software packages. In this book, top experts on the SOM method take a look at the state of the art and the future of this computing paradigm. The 30 chapters of this book cover the current status of SOM theory, such as connections of SOM to clustering, classification, probabilistic models, and energy functions. Many applications of the SOM are given, with data mining and exploratory data analysis the central topic, applied to large databases of financial data, medical data, free-form text documents, digital images, speech, and process measurements. Biological models related to the SOM are also discussed.

Table of Contents

Preface: Kohonen Maps	v
Table of Contents	vii
Analyzing and representing multidimensional quantitative and qualitative data: Demographic study of the Rhone valley. The domestic consumption of the Candian Families.	1	(14)
M. Cottrell
P. Gaubert
P. Letremy
P. Rousset
Value maps: Finding value in markets that are expensive	15	(18)
G. J. Deboeck
Data mining and knowledge discovery with emergent Self-Organizing Feature Maps for multivariate time series	33	(14)
A. Ultsch
From aggregation operators to soft Learning Vector Quantization and clustering alogrithms	47	(10)
N. B. Karayiannis
Active learning in Self-Organizing Maps	57	(14)
M. Hasenjager
H. Ritter
K. Obermayer
Point prototype generation and classifier design	71	(26)
J. C. Bezdek
L. I. Kuncheva
Self-Organizing Maps on non-Euclidean spaces	97	(14)
H. Ritter
Self-Organising Maps for pattern recognition	111	(10)
N. M. Allinson
H. Yin
Tree structured Self-Organizing Maps	121	(10)
P. Koikkalainen
Growing self-Organizing networks --- History, status quo, and perspectives	131	(14)
B. Fritzke
Kohonen Self-Organizing Map with quantized weights	145	(12)
P. Thiran
On the optimization of Self-organizing Maps by genetic alogrithms	157	(14)
D. Polani
Self organization of a massive text document collection	171	(12)
T. Kohonen
S. Kaski
K. Lagus
J. Salogarvi
J. Honkela
V. Paatero
A. Saarela
Document classification with Self-Organizing Maps	183	(14)
D. Merkl
Navigation in databases using Self-Organising Maps	197	(10)
S. A. Shumsky
A SOM-based sensing approach to robotic manipulation tasks	207	(12)
E. Cervera
A. P. del Pobil
SOM-TSP: An approach to optimize surface component mounting on a printed circuit board	219	(12)
H. Tokutaka
K. Fujimura
Self-Organising Maps in computer aided design of electronic circuits	231	(12)
A. Hemani
A. Postula
Modeling self-organization in the visual cortex	243	(10)
R. Miikkulainen
J. A. Bednar
Y. Choe
J. Sirosh
A spatio-temporal memory based on SOMs with activity diffusion	253	(14)
N. R. Euliano
J. C. Principe
Advances in modeling cortical maps	267	(12)
P. G. Morasso
V. Sanguineti
F. Frisone
Topology preservation in Self-Organizing Maps	279	(14)
T. Villmann
Second-order learning in Self-Organizing Maps	293	(10)
R. Der
M.Herrmann
Energy functions for Self-Organizing Maps	303	(14)
T. Heskes
LVQ and single trial EEG classification	317	(12)
G. Pfurtscheller
M. Pregenzer
Self-Organizing Map in categorization of voice qualities	329	(6)
L. Leinonen
Chemometric analyses with Self Organising Feature Maps: A worked example of the analysis of cosmetics using Raman spectroscopy	335	(14)
R. Goodacre
N. Kaderbhai
A. C. McGovern
E. A. Goodacre
Self-organizaing Maps for content-Based image database retrieval	349	(14)
E. Oja
J. Laaksonen
M. Koskela
S. Brandt
Indexing audio documents by using latent semantic analysis and SOM	363	(12)
M. Kurimo
Self-Organizing Map in analysis of large-scale industrial systems	375	(14)
O. Simula
J. Ahola
E. Alhoniemi
J. Himberg
J. Vesanto
Keyword index	389