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Please use this identifier to cite or link to this item: http://hdl.handle.net/10651/33730

Title: Stability comparison of dimensionality reduction techniques attending to data and parameter variations
Author(s): García Fernández, Francisco Javier
Verleysen, Michel
Lee, John A.
Díaz Blanco, Ignacio
Issue date: 2013
Publisher: The Eurographics Association
Abstract: The analysis of the big volumes of data requires efficient and robust dimension reduction techniques to represent data into lower-dimensional spaces, which ease human understanding. This paper presents a study of the stability, robustness and performance of some of these dimension reduction algorithms with respect to algorithm and data parameters, which usually have a major influence in the resulting embeddings. This analysis includes the performance of a large panel of techniques on both artificial and real datasets, focusing on the geometrical variations experimented when changing different parameters. The results are presented by identifying the visual weaknesses of each technique, providing some suitable data-processing tasks to enhance the stability
URI: http://hdl.handle.net/10651/33730
Sponsored: This work has been financed by the Spanish Ministry of Science and Education and FEDER funds under grants DPI2009-13398-C02-01 and by the Government of Asturias. J.A.Lee is a Research Associate with the Belgian F.R.S.- FNRS (Fonds National de la Recherche Scientifique)
Appears in Collections:Ponencias, Discursos y Conferencias
Ingeniería Eléctrica, Electrónica, de Computadores y Sistemas

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