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IJCNN
2006
IEEE
14 years 4 months ago
Tentacled Self-Organizing Map for Effective Data Extraction
— Since we can accumulate a huge amount of data including useless information in these years, it is important to investigate various extraction method of clusters from data inclu...
Haruna Matsushita, Yoshifumi Nishio
DMIN
2008
190views Data Mining» more  DMIN 2008»
13 years 11 months ago
Optimization of Self-Organizing Maps Ensemble in Prediction
The knowledge discovery process encounters the difficulties to analyze large amount of data. Indeed, some theoretical problems related to high dimensional spaces then appear and de...
Elie Prudhomme, Stéphane Lallich
FLAIRS
2004
13 years 11 months ago
Aperiodic Dynamics and the Self-Organization of Cognitive Maps in Autonomous Agents
Aperiodic dynamics are known to be essential in the formation of perceptual mechanisms and representations in biological organisms. Advances in neuroscience and computational neur...
Derek Harter, Robert Kozma
NPL
2002
120views more  NPL 2002»
13 years 9 months ago
A Novel Measure for Quantifying the Topology Preservation of Self Organizing Feature Maps
Recently, feature maps have been applied to various problem domains.The success of some of these applications critically depends on whether feature maps are topologically ordered. ...
Mu-Chun Su, Hsiao-Te Chang, Chien-Hsing Chou
IJCNN
2007
IEEE
14 years 4 months ago
Self-Organizing Maps as Traveling Computational Templates
In this article we approach neural networks as computational templates that travel across various sciences. Traditionally, it has been thought that models are primarily models of s...
Tarja Knuuttila, Anna-Mari Rusanen, Timo Honkela