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Self-organizing map

Known as: SOFM, Self organizing maps, Self-organising map 
A self-organizing map (SOM) or self-organising feature map (SOFM) is a type of artificial neural network (ANN) that is trained using unsupervised… Expand
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Related topics

Related topics

50 relations
Approximation errorArtificial neural networkBackpropagationBioinformatics
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Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
Review
2018
Review
2018
A Survey of 5G Channel Measurements and Models
The fifth generation (5G) mobile communication systems will be in use around 2020. The aim of 5G systems is to provide anywhere… Expand
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Highly Cited
2008
Highly Cited
2008
Self-Organizing Map
Ecological data are considered difficult to analyze because numerous biological and environmental factors are involved in… Expand
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Highly Cited
2007
Highly Cited
2007
Self-organizing maps
  • Mario Van Velzen
  • 2007
    • Corpus ID: 3183321
We will introduce the use of self-organizing maps in a data visualization context. We will also examine its algorithmic… Expand
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Highly Cited
2002
Highly Cited
2002
Self-organizing maps: applications to synoptic climatology
Self organizing maps (SOMs) are used to locate archetypal points that describe the multi-dimensional distribution function of a… Expand
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Highly Cited
2000
Highly Cited
2000
The growing hierarchical self-organizing map
We present the growing hierarchical self-organizing map. This dynamically growing neural network model evolves into a… Expand
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Highly Cited
1999
Highly Cited
1999
Self-organizing map in Matlab: the SOM Toolbox
The Self-Organizing Map (SOM) is a vector quantization method which places the prototype vectors on a regular low-dimensional… Expand
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Highly Cited
1996
Highly Cited
1996
Engineering applications of the self-organizing map
The self-organizing map (SOM) method is a new, powerful software tool for the visualization of high-dimensional data. It converts… Expand
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Highly Cited
1996
Highly Cited
1996
SOM_PAK: The Self-Organizing Map Program Package
The Self-Organizing Map (SOM) represents the result of a vector quantization algorithm that places a number of reference or code… Expand
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Highly Cited
1994
Highly Cited
1994
Growing cell structures--A self-organizing network for unsupervised and supervised learning
Abstract We present a new self-organizing neural network model that has two variants. The first variant performs unsupervised… Expand
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Highly Cited
1992
Highly Cited
1992
Neural computation and self-organizing maps - an introduction
A process for removing sulfur from crude oil by contacting with calcium carbonate-containing material at atmospheric pressures… Expand
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