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… (More)
Wikipedia

Papers overview

Semantic Scholar uses AI to extract papers important to this topic.
Highly Cited
2013
Highly Cited
2013
The self-organizing map (SOM) is an automatic data-analysis method. It is widely applied to clustering problems and data… (More)
  • figure 1
  • figure 2
  • figure 3
  • figure 4
  • figure 5
Is this relevant?
Highly Cited
2002
Highly Cited
2002
This paper explores the combination of self-organizing map (SOM) and feedback, in order to represent sequences of inputs. In… (More)
  • figure 1
  • figure 2
  • figure 3
  • figure 4
  • figure 5
Is this relevant?
Highly Cited
2002
Highly Cited
2002
The self-organizing map (SOM) network was originally designed for solving problems that involve tasks such as clustering… (More)
  • figure 1
  • table 1
  • figure 2
  • figure 3
  • figure 3
Is this relevant?
Highly Cited
2000
Highly Cited
2000
The self-organizing map (SOM) is an excellent tool in exploratory phase of data mining. It projects input space on prototypes of… (More)
  • table I
  • figure 1
  • figure 2
  • table II
  • figure 3
Is this relevant?
Highly Cited
2000
Highly Cited
2000
In this paper we present the growing hierarchical self-organizing map . This dynamically growing neural network model evolves… (More)
  • figure 2
  • figure 3
  • figure 4
Is this relevant?
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… (More)
  • figure 2
  • figure 3
  • figure 5
  • figure 6
  • figure 7
Is this relevant?
Highly Cited
1998
Highly Cited
1998
In the standard version of the Self-Organizing Map, each neuron is associated with a vector. An extension using trees instead of… (More)
  • figure 1
  • figure 2
  • figure 3
  • figure 4
  • table I
Is this relevant?
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… (More)
Is this relevant?
Highly Cited
1992
Highly Cited
1992
A multilayer hierarchical self-organizing map (HSOM) is discussed as an unsupervised clustering method. The HSOM is shown to form… (More)
  • figure 3
  • figure 4
Is this relevant?
Highly Cited
1989
Highly Cited
1989
Self-organizing maps have a connection with traditional vector quantization. A characteristic which makes them resemble certain… (More)
  • figure 2
  • figure 6
  • figure 7
  • figure 5
  • figure 8
Is this relevant?