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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… 
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Papers overview

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Highly Cited
2018
Highly Cited
2018
This paper presents SO-Net, a permutation invariant architecture for deep learning with orderless point clouds. The SO-Net models… 
Highly Cited
2007
Highly Cited
2007
We will introduce the use of self-organizing maps in a data visualization context. We will also examine its algorithmic… 
Highly Cited
2007
Highly Cited
2007
In this age of ever-increasing data set sizes, especially in the natural sciences, visualisation becomes more and more important… 
Review
2003
Review
2003
The Self-Organizing Map (SOM) algorithm has attracted a great deal of interest among researches and practitioners in a wide… 
Highly Cited
2002
Highly Cited
2002
Self organizing maps (SOMs) are used to locate archetypal points that describe the multi-dimensional distribution function of a… 
Highly Cited
1999
Highly Cited
1999
The Self-Organizing Map (SOM) is a vector quantization method which places the prototype vectors on a regular low-dimensional… 
Highly Cited
1996
Highly Cited
1996
The Self-Organizing Map (SOM) represents the result of a vector quantization algorithm that places a number of reference or code… 
Highly Cited
1996
Highly Cited
1996
The self-organizing map (SOM) method is a new, powerful software tool for the visualization of high-dimensional data. It converts… 
Highly Cited
1992
Highly Cited
1992
A process for removing sulfur from crude oil by contacting with calcium carbonate-containing material at atmospheric pressures… 
Review
1990
Review
1990