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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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Broader (1)

algorithm

Papers overview

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2016
2016
The utility of two marine community indices to assess the environmental degradation of lotic systems using fish communities.
Review
2014
Review
2014
Integrative understanding of macular morphologic patterns in diabetic retinopathy based on self-organizing map.
PURPOSE To integrate parameters on spectral-domain optical coherence tomography (SD-OCT) in diabetic retinopathy (DR) based on… 
2013
2013
A Matlab Based High Speed Face Recognition System Using Som Neural Networks
Face recognition (FR) is a challenging issue due to variations in pose, illumination, and expression. The search results for most… 
Review
2009
Review
2009
Unsupervised Artificial Neural Nets for Modelling the Effects of Climate Change on New Zealand Grape Wines
Climate change effects in weather conditions and on grape vine phenology are of significant interest as the effects could cause… 
2008
2008
Hepatitis B Diagnosis Using Logical Inference and Self-Organizing Map
Despite all the standardization efforts made, medical diagnosis is still regarded as an art owing to the fact that that medical… 
2008
2008
A System for Learning Basic Object Affordances using a Self-Organizing Map
When a cognitive system encounters particular objects, it needs to know what effect each of its possible actions will have on the… 
2007
2007
Principal Component Analysis and Self-Organizing Map for Visualizing and Classifying Fire Risks in Forest Regions
Dataset compiled from spreading hot spots, responsible for fire risk in many regions of Indonesian forests, are complex… 
2006
2006
Statistical analysis of a database of absorption spectra of phytoplankton and pigment concentrations using self-organizing maps.
We present a statistical analysis of a large set of absorption spectra of phytoplankton, measured in natural samples collected… 
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… 
2002
2002
NSOM: A Tool To Detect Denial Of Service Attacks Using Self-Organizing Maps
An implementation of a network based Intrusion Detection System using a SelfOrganizing Map (SOM) as a clustering tool is… 
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