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https://doi.org/10.1063/1.3636...
Article . 2011 . Peer-reviewed
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Label Switching in Mixtures

Authors: Christophe Biernacki; Vincent Vandewalle; Theodore E. Simos; George Psihoyios; Ch. Tsitouras; Zacharias Anastassi;

Label Switching in Mixtures

Abstract

We propose a posterior distribution for which the latent partition is restricted to a special numbering leading to the largest separation with its permutations. Two different measures of separation are proposed, the first one being global but intractable even from very small sample sizes (Kullback divergence), the second one being local and thus very easy to compute (difference of distributions at the MAP). A Gibbs algorithm allows to sample easily according to this new distribution. This procedure is general enough to apply directly with any distribution and some experiments in Gaussian and multinomial settings show particularly encouraging results.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
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