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Hierarchical latent tree analysis (HLTA) is recently proposed as a new method for topic detection.
Approximating discrete probability distributions with dependence trees
C. K. Chow and C. N. Liu · 1968
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Maximum likelihood from incomplete data via the EM algorithm
Arthur P. Dempster, Nan M. Laird, and Donald B. Rubin · 1977
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Estimating the dimension of a model
Gideon Schwarz · 1978
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Probabilistic Reasoning in Intelligent Systems: Networks of Plausible Inference
Judea Pearl · 1988
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Bayesian model selection in social research
Adrian E. Raftery · 1995
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Full reconstruction of Markov models on evolutionary trees: Identifiability and consistency
Joseph T. Chang · 1996
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Latent Variable Models and Factor Analysis
David J. Bartholomew and Martin Knott · 1999
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Discovery of latent structures: Experience with the CoIL challenge 2000 data set
Nevin L. Zhang, Yi Wang, and Tao Chen · 2000
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Latent Dirichlet allocation
David M. Blei, Andrew Y. Ng, and Michael I. Jordan · 2003
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Hierarchical latent class models for cluster analysis
Nevin L. Zhang · 2004
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Dynamic topic models
David M Blei and John D Lafferty · 2006
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A correlated topic model of science
David M Blei and John D Lafferty · 2007
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Reading tea leaves: How humans interpret topic models
Jonathan Chang, Jordan L Boyd-Graber, Sean Gerrish, Chong Wang, and David M Blei · 2009
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The nested Chinese restaurant process and Bayesian nonparametric inference of topic hierarchies
David M. Blei, Thomas L. Griffiths, and Michael I. Jordan · 2010
Cited alongside, same era.
Model-based multidimensional clustering of categorical data
Tao Chen, Nevin L. Zhang, Tengfei Liu, Kin Man Poon, and Yi Wang · 2012
Later among the works it cites.
Elements of information theory
Thomas M Cover and Joy A Thomas · 2012
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Nested hierarchical dirichlet processes
John Paisley, Chong Wang, David M Blei, and Michael I Jordan · 2012
Later among the works it cites.
Greedy learning of latent tree models for multidimensional clustering
Teng-Fei Liu, Nevin L. Zhang, Peixian Chen, April Hua Liu, Leonard K.M. Poon, and Yi Wang · 2013
Later among the works it cites.
Hierarchical latent tree analysis for topic detection
Tengfei Liu, Nevin L. Zhang, and Peixian Chen · 2014
Later among the works it cites.
Discovering structure in high-dimensional data through correlation explanation
Greg Ver Steeg and Aram Galstyan · 2014
Later among the works it cites.
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Optimizing semantic coherence in topic models
David Mimno, Hanna M Wallach, Edmund Talley, Miriam Leenders, and Andrew McCallum · 2011
Cited alongside, same era.
Spectral methods for learning multivariate latent tree structure
Animashree Anandkumar, Kamalika Chaudhuri, Daniel Hsu, Sham M. Kakade, Le Song, and Tong Zhang · 2012
Cited alongside, same era.
Latent tree models and multidimensional clustering of categorical data
Nevin L. Zhang, Yi Wang, and Tao Chen
Cited in the paper.
A study of recently discovered equalities about latent tree models using inverse edges
Nevin L. Zhang, Xiaofei Wang, and Peixian Chen · 2014
Later among the works it cites.