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S-SOFM Toolbox

by Alexandros Leontitsis

 

05 Dec 2006 (Updated 15 Dec 2006)

No BSD License  

A toolbox to implement Spherical Self-Organizing Feature Maps

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Description

The Spherical Self-Organizing Feature Maps is a contemporary technique for data clustering and visualization.

The main advantages they offer are the following:
1. Smooth training
2. Implementation in arbitrary dimension without additional computational cost.
3. Data visualization in arbitrary dimensions

This toolbox contains a set of functions and a GUI which can be used to create glyphs from spherical Self-Organizing Feature Maps (SOFMs). It is freely distributable for educational and research purposes.

Example:

% loads the data to be visualized
load henon-1024-4.mat

%loads the S-SOFM structure
load c4-24.mat

%trains the S-SOFM
[w,g,r]=trainGlyph(P,X,C,0.5,20,'plot');

% plots the S-SOFM
glyph(X,r);

MATLAB release MATLAB 7 (R14)
Zip File Content  
Other Files
normal-4096-4.mat,
ssofm.fig,
ssofmAbout.fig,
adaptGlyph.m,
colorscatter.m,
glyph.m,
Lcurve.m,
sphereneigh.m,
ssofm.m,
ssofmAbout.m,
stdrc.m,
trainGlyph.m,
trig.m,
updateGlyph.m,
icosahedron0.jpg,
icosahedron1.jpg,
icosahedron2.jpg,
icosahedron3.jpg,
icosahedron4.jpg,
c0-1.mat,
c1-3.mat,
c2-6.mat,
c3-12.mat,
c4-24.mat,
henon-1024-4.mat,
henon-2048-4.mat,
henon-4096-4.mat,
henon-ikeda-1024.mat,
henon-ikeda-4096.mat,
ikeda-1024-4.mat,
ikeda-4096-4.mat,
logistic-1024-4.mat,
logistic-4096-4.mat,
normal-1024-4.mat,
Contents.m
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Updates
15 Dec 2006

name correction

Tag Activity for this File
Tag Applied By Date/Time
fuzzy logic Alexandros Leontitsis 22 Oct 2008 08:51:24
neural networks Alexandros Leontitsis 22 Oct 2008 08:51:24
spherical self organizing feature maps Alexandros Leontitsis 22 Oct 2008 08:51:24
sofm Alexandros Leontitsis 22 Oct 2008 08:51:24
glyphs Alexandros Leontitsis 22 Oct 2008 08:51:24
 

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