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ICANN
2003
Springer
15 years 11 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»
15 years 26 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
15 years 11 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»
15 years 11 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
15 years 11 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