Approximation of Geometric Structures with Growing Cell Structures and Growing Neural Gas - A Performance Comparison

2012 ◽  
Keyword(s):  
Performance Comparison ◽  
Geometric Structures ◽  
Growing Neural Gas ◽  
Neural Gas ◽  
Cell Structures ◽  
Growing Cell ◽  
Growing Cell Structures ◽  
A Performance

Growing Cell Structures Applied to Sensor Fusion and SLAM

2010 ◽  
Author(s):  
Silvia Botelho ◽  
Celina da Rocha ◽  
Monica Figueiredo ◽  
Paulo Drews ◽  
Gabriel Oliveira
Keyword(s):  
Sensor Fusion ◽  
Cell Structures ◽  
Growing Cell ◽  
Growing Cell Structures

scholarly journals Hierarchical growing cell structures: TreeGCS

2001 ◽  
Vol 13 (2) ◽  
pp. 207-218 ◽  
Author(s):  
V.J. Hodge ◽  
J. Austin
Keyword(s):  
Cell Structures ◽  
Growing Cell ◽  
Growing Cell Structures

scholarly journals Growing Self-Organizing Maps for Data Analysis

2011 ◽  
pp. 781-787
Author(s):  
Soledad Delgado ◽  
Consuelo Gonzalo ◽  
Estíbaliz Martínez ◽  
Águeda Arquero
Keyword(s):  
Dimensional Space ◽  
Simulated Data ◽  
Multidimensional Data ◽  
Self Organizing Maps ◽  
Research Areas ◽  
Multidimensional Datasets ◽  
Cell Structures ◽  
Growing Cell ◽  
Growing Cell Structures ◽  
Self Organizing

Currently, there exist many research areas that produce large multivariable datasets that are difficult to visualize in order to extract useful information. Kohonen selforganizing maps have been used successfully in the visualization and analysis of multidimensional data. In this work, a projection technique that compresses multidimensional datasets into two dimensional space using growing self-organizing maps is described. With this embedding scheme, traditional Kohonen visualization methods have been implemented using growing cell structures networks. New graphical map displays have been compared with Kohonen graphs using two groups of simulated data and one group of real multidimensional data selected from a satellite scene.

Discovering relevance knowledge in data: a growing cell structures approach

2000 ◽  
Vol 30 (3) ◽  
pp. 448-460 ◽  
Author(s):  
F. Azuaje ◽  
W. Dubitzky ◽  
N. Black ◽  
K. Adamson
Keyword(s):  
Cell Structures ◽  
Growing Cell ◽  
Growing Cell Structures
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