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Experiments with Non-parametric Topic Models

Buntine, Wray; Mishra, Swapmil


In topic modelling, various alternative priors have been developed, for instance asymmetric and symmetric priors for the document-topic and topic-word matrices respectively, the hierarchical Dirichlet process prior for the document-topic matrix and the hierarchical Pitman-Yor process prior for the topic-word matrix. For information retrieval, language models exhibiting word burstiness are important. Indeed, this burstiness effect has been show to help topic models as well, and this requires...[Show more]

CollectionsANU Research Publications
Date published: 2014
Type: Conference paper
Source: Experiments with Non-parametric Topic Models
DOI: 10.1145/2623330.2623691


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