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Density-based Multidimensional Scaling
Rehm, Frank and Klawonn, Frank and Kruse, Rudolf (2009) Density-based Multidimensional Scaling. In: Cooperation in Classification and Data Analysis 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 | ||||||||||
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| Title: | Density-based Multidimensional Scaling | ||||||||||
| Authors: |
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| Date: | 2009 | ||||||||||
| Journal or Publication Title: | Cooperation in Classification and Data Analysis | ||||||||||
| Refereed publication: | Yes | ||||||||||
| In ISI Web of Science: | No | ||||||||||
| Page Range: | pp. 53-60 | ||||||||||
| Editors: |
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| 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: | L SF - Safe and Efficient Air Traffic Guidance | ||||||||||
| DLR - Research area: | Aeronautics | ||||||||||
| DLR - Program: | L SF - Safe and Efficient Air Traffic Guidance | ||||||||||
| 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: | 14 Dec 2010 13:41 |
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