METHOD TO COMPUTE THE BARYCENTER OF A SET OF HISTOGRAMS
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United States of America Patent
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Oct 15, 2015
app pub date -
Apr 14, 2015
filing date -
Apr 14, 2014
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Abstract
The object of the present invention is to provide novel methods to carry out clustering in huge datasets using generalized formulations. We propose (1) an efficient and novel method to compute the barycenter (or mean) of a set of histograms under the optimal transport distance; (2) as an extension of the first method, an efficient and novel method to cluster data sets of vectors Rd with constraints on the clusters' size.
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