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ICANN
2003
Springer
13 years 10 months ago
Self-Organizing Operator Maps in Complex System Analysis
Abstract. The growth in amount of data available today has encouraged the development of effective data analysis methods to support human decision-making. Neuro-fuzzy computation ...
Pasi Lehtimäki, Kimmo Raivio, Olli Simula
INFORMATICALT
2011
126views more  INFORMATICALT 2011»
13 years 7 days ago
Quality of Quantization and Visualization of Vectors Obtained by Neural Gas and Self-Organizing Map
Abstract. In this paper, the quality of quantization and visualization of vectors, obtained by vector quantization methods (self-organizing map and neural gas), is investigated. A ...
Olga Kurasova, Alma Molyte
ICNC
2005
Springer
13 years 10 months ago
A Game-Theoretic Approach to Competitive Learning in Self-Organizing Maps
Abstract. Self-Organizing Maps (SOM) is a powerful tool for clustering and discovering patterns in data. Competitive learning in the SOM training process focusses on finding a neu...
Joseph P. Herbert, Jingtao Yao
CMMR
2004
Springer
110views Music» more  CMMR 2004»
13 years 10 months ago
A Self-Organizing Map Based Knowledge Discovery for Music Recommendation Systems
Abstract. In this paper, we present an approach for musical artist recommendation based on Self-Organizing Maps (SOMs) of artist reviews from Amazon web site. The Amazon reviews fo...
Shankar Vembu, Stephan Baumann
ECAL
2003
Springer
13 years 10 months ago
When Can We Call a System Self-Organizing?
Abstract. We do not attempt to provide yet another definition of selforganization, but explore the conditions under which we can model a system as self-organizing. These involve th...
Carlos Gershenson, Francis Heylighen