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Structured peer-to-peer networks through distributed nonmetric multidimensional scaling

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2012

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Gesellschaft für Informatik e.V.

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Multidimensional Scaling (MDS) is a technique for dimensionality reduction widely used in the field of data-mining. For P2P data networks, it holds the potential to provide an intuitive way to browse and explore heterogeneous data distributed over the system. Current MDS approaches are dependent on a centralized instance (controller) and can therefore not be used in decentralized environments. In this article, a distributed algorithm for multidimensional scaling is discussed that does not need any such centralized control.

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Coltzau, Hauke (2012): Structured peer-to-peer networks through distributed nonmetric multidimensional scaling. 12th International Conference on Innovative Internet Community Services (I2CS 2012). Bonn: Gesellschaft für Informatik e.V.. PISSN: 1617-5468. ISBN: 978-3-88579-298-7. pp. 119-129. Regular Research Papers. Trondheim, Norway. June 13-15, 2012

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