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Authors: Aiyesha Ma and Ishwar K. Sethi

Affiliation: Oakland University, United States

Abstract: Developing algorithms suitable for distributed environments is important as data becomes more distributed. This paper proposes a distributed K-Median clustering algorithm for use in a distributed environment with centralized server, such as the Napster model in a peer-to-peer environment. Several approximate methods for computing the median in a distributed environment are proposed and analyzed in the context of the iterative K-Median algorithm. The proposed algorithm allows the clustering of multivariate data while ensuring that each cluster representative remains an item in the collection. This facilitates exploratory analysis where retaining a representative in the collection is important, such as imaging applications.

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Paper citation in several formats:
Ma, A. and K. Sethi, I. (2007). Distributed K-Median Clustering with Application to Image Clustering. In Proceedings of the 7th International Workshop on Pattern Recognition in Information Systems (ICEIS 2007) - PRIS; ISBN 978-972-8865-93-1, SciTePress, pages 215-220. DOI: 10.5220/0002425402150220

@conference{pris07,
author={Aiyesha Ma. and Ishwar {K. Sethi}.},
title={Distributed K-Median Clustering with Application to Image Clustering},
booktitle={Proceedings of the 7th International Workshop on Pattern Recognition in Information Systems (ICEIS 2007) - PRIS},
year={2007},
pages={215-220},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002425402150220},
isbn={978-972-8865-93-1},
}

TY - CONF

JO - Proceedings of the 7th International Workshop on Pattern Recognition in Information Systems (ICEIS 2007) - PRIS
TI - Distributed K-Median Clustering with Application to Image Clustering
SN - 978-972-8865-93-1
AU - Ma, A.
AU - K. Sethi, I.
PY - 2007
SP - 215
EP - 220
DO - 10.5220/0002425402150220
PB - SciTePress