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SOM’s mathematics

SOM's mathematics
Authors: Fort, Jean-Claude;

SOM’s mathematics

Abstract

Since the discovery of the SOM's by T. Kohonen, many results that provide a better description of their behaviour have been found. Most of them are very convincing, but from a mathematical point of view, only a few are actually proved. In this paper, we make a review of some results that are still to be proved and give some framework to formulate various questions.

Country
France
Keywords

[MATH.MATH-PR] Mathematics [math]/Probability [math.PR], topology preservation, grid equilibrium, Learning and adaptive systems in artificial intelligence, limit theorems, self-organizing maps, magnification factor, Models, Theoretical, [STAT.OT] Statistics [stat]/Other Statistics [stat.ML], Fractals, Mathematics

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    influence
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
35
Top 10%
Top 10%
Top 10%
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