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Time topology for the self-organizing map

Authors :
Panu Somervuo
Source :
IJCNN
Publication Year :
2003
Publisher :
IEEE, 2003.

Abstract

Time information of the input data is used for evaluating the goodness of the self-organizing map to store and represent temporal feature vector sequences. A new node neighborhood is defined for the map which takes the temporal order of the input samples into account. A connection is created between those two map modes which are the best-matching units for two successive input samples in time. This results in the time-topology preserving network.

Details

Database :
OpenAIRE
Journal :
IJCNN'99. International Joint Conference on Neural Networks. Proceedings (Cat. No.99CH36339)
Accession number :
edsair.doi...........a4ff126115e2278f87c47fe4aab43223