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Self-organizing map
Known as:
SOFM
, Self organizing maps
, Self-organising map
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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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50 relations
Approximation error
Artificial neural network
Backpropagation
Bioinformatics
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Highly Cited
2018
Highly Cited
2018
SO-Net: Self-Organizing Network for Point Cloud Analysis
Jiaxin Li
,
Ben M. Chen
,
Gim Hee Lee
IEEE/CVF Conference on Computer Vision and…
2018
Corpus ID: 3934562
This paper presents SO-Net, a permutation invariant architecture for deep learning with orderless point clouds. The SO-Net models…
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Highly Cited
2007
Highly Cited
2007
Self-organizing maps
M. V. 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…
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Highly Cited
2007
Highly Cited
2007
Self- and Super-organizing Maps in R: The kohonen Package
R. Wehrens
,
L. Buydens
2007
Corpus ID: 60672248
In this age of ever-increasing data set sizes, especially in the natural sciences, visualisation becomes more and more important…
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Review
2003
Review
2003
Bibliography of Self-Organizing Map SOM) Papers: 1998-2001 Addendum
Merja Oja
,
Samuel Kaski
,
T. Kohonen
2003
Corpus ID: 128443669
The Self-Organizing Map (SOM) algorithm has attracted a great deal of interest among researches and practitioners in a wide…
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Highly Cited
2002
Highly Cited
2002
Self-organizing maps: applications to synoptic climatology
B. Hewitson
,
R. Crane
2002
Corpus ID: 56151097
Self organizing maps (SOMs) are used to locate archetypal points that describe the multi-dimensional distribution function of a…
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Highly Cited
1999
Highly Cited
1999
Self-organizing map in Matlab: the SOM Toolbox
J. Vesanto
,
J. Himberg
,
E. Alhoniemi
,
Juha Parhankangas
1999
Corpus ID: 15746005
The Self-Organizing Map (SOM) is a vector quantization method which places the prototype vectors on a regular low-dimensional…
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Highly Cited
1996
Highly Cited
1996
SOM_PAK: The Self-Organizing Map Program Package
T. Kohonen
,
J. Hynninen
,
J. Kangas
,
Jorma T. Laaksonen
1996
Corpus ID: 60775240
The Self-Organizing Map (SOM) represents the result of a vector quantization algorithm that places a number of reference or code…
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Highly Cited
1996
Highly Cited
1996
Engineering applications of the self-organizing map
T. Kohonen
,
E. Oja
,
O. Simula
,
A. Visa
,
J. Kangas
Proc. IEEE
1996
Corpus ID: 61685094
The self-organizing map (SOM) method is a new, powerful software tool for the visualization of high-dimensional data. It converts…
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Highly Cited
1992
Highly Cited
1992
Neural computation and self-organizing maps - an introduction
H. Ritter
,
T. Martinetz
,
K. Schulten
Computation and neural systems series
1992
Corpus ID: 27216232
A process for removing sulfur from crude oil by contacting with calcium carbonate-containing material at atmospheric pressures…
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Review
1990
Review
1990
The self-organizing map
T. Kohonen
Neurocomputing
1990
Corpus ID: 9348814
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