Large-scale multidimensional data visualization: A web service for data mining

Abstract

In this paper, we present an approach of the Web application (as a service) for data mining oriented to the multidimensional data visualization. The stress is put on visualization methods as a tool for the visual presentation of large-scale multidimensional data sets. The proposed implementation includes five visualization methods: MDS SMACOF algorithm, Relative MDS, Diagonal majorization algorithm, Relational perspective map, SAMANN. A cluster for parallel computation is used by Web service for the visual data mining. The service is of free access to the user community for data visualization. © 2011 Springer-Verlag.