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Self-Organizing Map

Known as: SOM 
A data visualization technique which reduces the dimensions of data through the use of self-organizing neural networks. SOMs scale well to large data… 
National Institutes of Health

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algorithm

Papers overview

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Highly Cited
2019
Highly Cited
2019
A predictive method for hepatitis disease diagnosis using ensembles of neuro-fuzzy technique.
Highly Cited
2010
Highly Cited
2010
Automatic clustering of docking poses in virtual screening process using self-organizing map
MOTIVATION Scoring functions provided by the docking software are still a major limiting factor in virtual screening (VS) process… 
Highly Cited
2007
Highly Cited
2007
Modernizing irrigation management: the MASSCOTE approach. Mapping system and services for canal operation techniques
This publication describes the MASSCOTE methodology, illustrated by several applications in Asia. MASSCOTE is a comprehensive… 
Highly Cited
2005
Highly Cited
2005
SOM of SOMs: Self-organizing Map Which Maps a Group of Self-organizing Maps
This paper proposes an extension of the self-organizing map (SOM), in which the mapping objects themselves are self-organizing… 
Highly Cited
2005
Highly Cited
2005
PRSOM: a new visualization method by hybridizing multidimensional scaling and self-organizing map
Self-organizing map (SOM) is an approach of nonlinear dimension reduction and can be used for visualization. It only preserves… 
Highly Cited
2004
Highly Cited
2004
Stocks and humification degree of organic matter fractions as affected by no-tillage on a subtropical soil
Assessment of particulate (>53-μm) and mineral-associated (<53-μm) soil organic matter (SOM) fractions is a useful approach to… 
Highly Cited
2003
Highly Cited
2003
Detecting low‐frequency functional connectivity in fMRI using a self‐organizing map (SOM) algorithm
Low‐frequency oscillations (<0.08 Hz) have been detected in functional MRI studies, and appear to be synchronized between… 
Highly Cited
2003
Highly Cited
2003
Molecular Classification of Cancer : Unsupervised Self-Organizing Map Analysis of Gene Expression Microarray Data 1
An unsupervised self-organizing map-based clustering strategy has been developed to classify tissue samples from an… 
Highly Cited
1997
Highly Cited
1997
Reduction of breast biopsies with a modified self-organizing map
A modified self-organizing map with nonlinear weight adjustments has been applied to reduce the number of breast biopsies… 
Review
1995
Review
1995
Dynamic grouping of parts in flexible manufacturing systems : a self-organizing neural networks approach
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