Journal of Machine Learning Research · 2018 · 56 citations · 20 references
Latent Dirichlet AllocationEngineeringIntelligent Information RetrievalCorpus LinguisticsText MiningNatural Language ProcessingLatent ModelingInformation RetrievalData ScienceComputational LinguisticsDocument ClassificationLanguage StudiesContent AnalysisStatisticsDocument ClusteringKnowledge DiscoveryLatent Variable ModelHierarchical Bayesian ModelVector Space ModelTopic ModelStatistical Inference
Latent Dirichlet Allocation (LDA) is a well known topic model that is often used to make inference regarding the properties of collections of text documents. LDA is a hierarchical Bayesian model, a...
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Monte Carlo sampling methods using Markov chains and their applications
W. Keith Hastings · Biometrika · 1970 · 14.9K citations
Random search for hyper-parameter optimization
James Bergstra, Yoshua Bengio · 2012 · 7.9K citations
Software Framework for Topic Modelling with Large Corpora
Petr Sojka · 2010 · 3.8K citations · Full text
Hierarchical Dirichlet Processes
Yee Whye Teh, Michael I. Jordan, Matthew J. Beal et al. · Journal of the American Statistical Association · 2006 · 3.5K citations