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Density-based Multidimensional Scaling

Rehm, Frank and Klawonn, Frank and Kruse, Rudolf (2009) Density-based Multidimensional Scaling. In: Springer. pp. 53-60. ISBN 978-3-642-00667-8.

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Official URL: http://www.springer.com/statistics/computanional+statistics/book/978-3-642-00667-8

Abstract

Multidimensional scaling provides dimensionality reduction for high-dimensional data. Most of the available techniques try to preserve similarity in terms of distances between data objects. In this paper a new approach is proposed that extends the distance preserving aspect by means of density preservation. Combining both, the distance aspect and the density aspect, permits efficient multidimensional scaling solutions.

Document Type:Contribution to a Collection
Title:Density-based Multidimensional Scaling
Authors:
AuthorsInstitution or Email of Authors
Rehm, Frankfrank.rehm@dlr.de
Klawonn, FrankUniversity of Applied Sciences Braunschweig/Wolfenbüttel
Kruse, RudolfOtto-von-Guericke-University of Magdeburg
Date:2009
Refereed publication:Yes
Page Range:pp. 53-60
Editors:
EditorsEmail
Gaul, WolfgangUNSPECIFIED
Bock, Hans-HermannUNSPECIFIED
Imaizumi, TadashiUNSPECIFIED
Okada, AkinoriUNSPECIFIED
Publisher:Springer
ISBN:978-3-642-00667-8
Status:Published
Keywords:Multidimensional Scaling, density preservation, visualization
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Aeronautics
HGF - Program Themes:ATM and Operation
DLR - Research area:Aeronautics
DLR - Program:L AO - Air Traffic Management and Operation
DLR - Research theme (Project):L - Effiziente Flugführung und Flugbetrieb (old)
Location: Braunschweig
Institutes and Institutions:Institute of Flight Control > Air traffic systems
Deposited By: Dr.-Ing. Frank Rehm
Deposited On:11 Nov 2008
Last Modified:24 Jan 2014 09:49

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