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On the Sample Mean of Graphs
Citation key Jain2008
Author Jain, B. and Obermayer, K.
Title of Book 2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence)
Pages 993 – 1000
Year 2008
ISBN 978-1-4244-1820-6, 978-1-4244-1821-3
ISSN 2161-4393
DOI 10.1109/IJCNN.2008.4633920
Publisher IEEE
Abstract Email Print Request Permissions We present an analytic and geometric view of the sample mean of graphs. The theoretical framework yields efficient subgradient methods for approximating a structural mean and a simple plug-in mechanism to extend existing central clustering algorithms to graphs. Experiments in clustering protein structures show the benefits of the proposed theory.
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