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Table 4 Topic models and related clustering models

From: A review of stochastic block models and extensions for graph clustering

ArticleInferenceClusteringNumber of topicsLongitudinal
Blei et al. (2003)VariationalSoftCriterion (Perplexity)No
Griffiths and Steyvers (2004)MCMCSoftCriterion (Marginal log-like.)No
Teh et al. (2005)MCMCSoftDirichlet processNo
Blei and Lafferty (2006)Variational+SMCSoftFixed (20)Yes
Ren et al. (2008)MCMCSoftDirichlet processYes
Papaspiliopoulos and Roberts (2008)MCMCSoftDirichlet processNo
Ahmed and Xing (2010)MCMCSoftDirichlet proceesYes
Arun et al. (2010)UnknownSoftCriterion (K-L divergence)No
Griffiths and Ghahramani (2011)MCMCSoftIndian buffet processNo
Wang et al. (2011)VariationalSoftDirichlet processNo