Self-Organizing Maps

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Author(s): George K. Matsopoulos (Editors)
Publisher: Sciyo
Year: 2010

Language: English
Commentary: no frontmatter, no backmatter
Pages: 430
Tags: Информатика и вычислительная техника;Искусственный интеллект;

An Adaptive Fuzzy Neural Network Based on Self-Organizing Map (SOM)......Page 1
Learning the number of clusters in Self Organizing Map......Page 15
Improvements Quality of Kohonen Maps Using Dimension Reduction Methods......Page 29
PartSOM: A Framework for Distributed Data Clustering Using SOM and K-Means......Page 43
Kohonen Maps Combined to K-means in a Two Level Strategy for Time Series Clustering Application to Meteorological and Electricity Load data......Page 63
Visual-Interactive Analysis With Self-Organizing
Maps - Advances and Research Challenges......Page 83
Tracking and Visualization of Cluster
Dynamics by Sequence-based SOM......Page 97
Visualization with Voronoi Tessellation and
Moving Output Units in Self-Organizing Map
of the Real-Number System......Page 113
Using Self Organizing Maps for 3D surface and
volume adaptive mesh generation......Page 123
Neural-Network Enhanced
Visualization of High-Dimensional Data......Page 145
THE SELF-ORGANZING APPROACH FOR
SURFACE RECONSTRUCTION FROM
UNSTRUCTURED POINT CLOUDS......Page 167
Self-Organizing maps for processing
of data with missing values and outliers:
application to remote sensing images......Page 189
Image Clustering and Evaluation on Impact
Perforation Test by Self-Organizing Map......Page 211
Self-Organizing Map-based
Applications in Remote Sensing......Page 231
Segmentation of satellite images
using Self-Organizing Maps......Page 249
Bridging the Semantic Gap using Human
Vision System Inspired Features......Page 261
Face Recognition Using Self-Organizing Maps......Page 277
Generation of Emotional Feature Space
for Facial Expression Recognition
Using Self-Mapping......Page 289
Fingerprint Matching with
Self Organizing Maps......Page 307
Multiple Self-Organizing Maps
for Control of a Redundant
Manipulator with Multiple Cameras......Page 331
Tracking English and Translated
Arabic News using GHSOM......Page 345
Self-organizing Maps in Web
Mining and Semantic Web......Page 357
Secure Wireless Mesh Network
based on Human Immune System
and Self-Organizing Map......Page 381
A Knowledge Acquisition Method of Judgment
Rules for Spam E-mail by using Self Organizing
Map and Automatically Defined Groups by
Genetic Programming......Page 397
Applying an SOM Neural Network to
Increase the Lifetime of Battery-Operated
Wireless Sensor Networks......Page 411