articleTop 1% cited
Probabilistic topic models
Communications of the ACM · 2012 · Vol. 55(4) · pp. 77–84
David M. Blei✉(Princeton University)
Abstract
Surveying a suite of algorithms that offer a solution to managing large document archives.
Topic ModelingNatural Language Processing TechniquesWeb Data Mining and AnalysisComputer scienceProbabilistic logicArtificial intelligence
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References
An Introduction to Variational Methods for Graphical Models
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Neurocomputing · 1997 · 22,296 citations
Bayesianly Justifiable and Relevant Frequency Calculations for the Applied Statistician
The Annals of Statistics · 1984 · 1,364 citations
Inference of Population Structure Using Multilocus Genotype Data
Genetics · 2000 · 33,917 citations
Hierarchical Dirichlet Processes
Journal of the American Statistical Association · 2006 · 3,540 citations
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