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Bibliographic analysis on research publications using authors, categorical labels and the citation network

Lim, Kar Wai; Buntine, Wray

Description

Bibliographic analysis considers the author’s research areas, the citation network and the paper content among other things. In this paper, we combine these three in a topic model that produces a bibliographic model of authors, topics and documents, using a non-parametric extension of a combination of the Poisson mixed-topic link model and the author-topic model. This gives rise to the Citation Network Topic Model (CNTM). We propose a novel and efficient inference algorithm for the CNTM to...[Show more]

CollectionsANU Research Publications
Date published: 2016
Type: Journal article
URI: http://hdl.handle.net/1885/102926
Source: Machine Learning
DOI: 10.1007/s10994-016-5554-z

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