Title: Extending Self-organizing Maps with Ranking Awareness Author: Kyung Won Park Department: Department of Software Engineering Supervisor: Mgr. Ladislav Peska, Ph.D., Department of Software Engineering Abstract: The self-organizing map (SOM) is a powerful clustering algorithm which takes high- dimensional data as the input and produces a low-dimensional representation of the data. The SOM provides useful insights into the given data by recognizing similar input vectors and clustering them. However, they take into account only the local similarity of the input data, as opposed to relevance (any external ranking). In this paper, we propose two ranking-aware variants of the SOM in an effort to tackle this issue and incorporate evaluation m...
Abstract Self-Organizing Maps (SOM) is a powerful tool for clustering and discovering patterns in da...
Abstract The Self-Organizing Map (SOM) is a famous algorithm for the unsupervised learning and visua...
International audienceThe Self-Organizing Map (SOM) is widely used, easy to implement , has nice pro...
Title: Extending Self-organizing Maps with Ranking Awareness Author: Kyung Won Park Department: Depa...
The Self-Organizing Map (SOM) is a neural network algorithm, which uses a competitive learning techn...
The Self-Organizing Maps (SOM) is a very popular algorithm, introduced by Teuvo Kohonen in the early...
Abstract—The self-organizing map (SOM) is an excellent tool in exploratory phase of data mining. It ...
The self organizing map (SOM) [2] is an array of the competing neurons that maps multidimensional sp...
We will show that the number of output units used in a self-organizing map (SOM) influences its appl...
Self-Organizing Maps (SOMs) have been useful in gaining insights about the information content of la...
Learning in self-organizing maps (SOM) is considered unsupervised because training patterns do not n...
. In exploratory analysis of high-dimensional data the selforganizing map can be used to illustrate ...
The Self-Organizing Map (SOM) is one of the most popular neural network meth-ods. It is a powerful t...
International audienceSelf-Organizing Map (SOM) is an artificial neural network tool that is trained...
Self-organizing maps (SOMs) were developed by Teuvo Kohonen in the early eighties. Since then more t...
Abstract Self-Organizing Maps (SOM) is a powerful tool for clustering and discovering patterns in da...
Abstract The Self-Organizing Map (SOM) is a famous algorithm for the unsupervised learning and visua...
International audienceThe Self-Organizing Map (SOM) is widely used, easy to implement , has nice pro...
Title: Extending Self-organizing Maps with Ranking Awareness Author: Kyung Won Park Department: Depa...
The Self-Organizing Map (SOM) is a neural network algorithm, which uses a competitive learning techn...
The Self-Organizing Maps (SOM) is a very popular algorithm, introduced by Teuvo Kohonen in the early...
Abstract—The self-organizing map (SOM) is an excellent tool in exploratory phase of data mining. It ...
The self organizing map (SOM) [2] is an array of the competing neurons that maps multidimensional sp...
We will show that the number of output units used in a self-organizing map (SOM) influences its appl...
Self-Organizing Maps (SOMs) have been useful in gaining insights about the information content of la...
Learning in self-organizing maps (SOM) is considered unsupervised because training patterns do not n...
. In exploratory analysis of high-dimensional data the selforganizing map can be used to illustrate ...
The Self-Organizing Map (SOM) is one of the most popular neural network meth-ods. It is a powerful t...
International audienceSelf-Organizing Map (SOM) is an artificial neural network tool that is trained...
Self-organizing maps (SOMs) were developed by Teuvo Kohonen in the early eighties. Since then more t...
Abstract Self-Organizing Maps (SOM) is a powerful tool for clustering and discovering patterns in da...
Abstract The Self-Organizing Map (SOM) is a famous algorithm for the unsupervised learning and visua...
International audienceThe Self-Organizing Map (SOM) is widely used, easy to implement , has nice pro...
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