On January 19, 1996 we published in the Internet a demo of how to use Self-Organizing
Maps (SOMs) for the organization of large collections of full-text files. Later we added other …

With the WEBSOM method a textual document collection may be organized onto a graphical
map display that provides an overview of the collection and facilitates interactive browsing …

In this paper, we investigate the use of self-organising maps (SOMs) for document
clustering. Previous methods using SOMs to cluster documents have used 2D maps. This …

Availability of large full-text document collections in electronic form has created a need for
intelligent information retrieval techniques, especially the expanding World Wide Web which …

This paper describes a data organization system and genuine content-addressable memory
called the WEBSOM. It is a two-layer self-organizing map (SOM) architecture where …

The current availability of large collections of full-text documents in electronic form
emphasizes the need for intelligent information retrieval techniques. Especially in the rapidly …

Abstract The Self-Organizing Map (SOM) forms a nonlinear projection from a high-
dimensional data manifold onto a low-dimensional grid. A representative model of some …

Describes the implementation of a system that is able to organize vast document collections
according to textual similarities. It is based on the self-organizing map (SOM) algorithm. As …

Powerful methods for exploring and searching collections of free-form textual documents are
needed to control the flood of digital information emerging from various sources. In this …

Powerful methods are needed for interactive exploration and search from collections of
miscellaneous textual documents that are available in the electronic media. Searching from …