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2000

Analytical comparison of the Temporal Kohonen Map and the Recurrent Self Organizing Map

10 years 4 months ago
Analytical comparison of the Temporal Kohonen Map and the Recurrent Self Organizing Map
The basic SOM is indi erent to the ordering of the input patterns. Real data, however, is often sequential in nature thus context of a pattern may signi cantly in uence its correct interpretation. One simple SOM model that takes the context of a pattern into account is the Temporal K ohonen Map (TKM),which was modi ed into the Recurrent Self Organizing Map (RSOM). We show analytically and with experiments that the RSOM is a signi cant improvement over the TKM because the RSOM model allows simple derivation of a consistent update rule.
Markus Varsta, Jukka Heikkonen, Jouko Lampinen
Added 01 Nov 2010
Updated 01 Nov 2010
Type Conference
Year 2000
Where ESANN
Authors Markus Varsta, Jukka Heikkonen, Jouko Lampinen
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