I have yet to take the time to really think through the math, but this seems very similar in its goal to the ordination techniques (often PCoA or NMDS) I use in ecology to represent the differences between communities on a 2D or 3D map. Very interesting.
RE: Fooling around with Self Organizing Maps (SOM)
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Fooling around with Self Organizing Maps (SOM)