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Mixed-membership models of scientific publications

by: E Erosheva, S Fienberg, J La
(2004)


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this document-oriented mixed membership model to a subcollection of the PNAS database supplied to the participants in the Arthur M. Sackler Colloquium on "Mapping Knowledge Domains." We focus in our analysis on a high level description of the fields in Biological Sciences in terms of a small number of extreme or basis categories. Griffiths and Steyvers [6] use a related version of the model for abstracts only and attempt a finer level of description


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