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latent dirichlet allocation

171 papers

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Also known as

LDA SLDA

Co-occurring keywords

topic modeling (460) topic model (290) bayesian inference (1904) variational inference (2069) unsupervised learning (3255) gibbs sampling (201) probabilistic modeling (851) probabilistic model (476) text mining (298) text classification (6776)

Papers

End-to-end Learning of LDA by Mirror-Descent Back Propagation over a Deep Architecture NIPS 2015
The Security of Latent Dirichlet Allocation AISTATS 2015
Rethinking LDA: Moment Matching for Discrete ICA NIPS 2015
Model Selection for Topic Models via Spectral Decomposition AISTATS 2015
The Population Posterior and Bayesian Modeling on Streams NIPS 2015
Efficient Training of LDA on a GPU by Mean-for-Mode Estimation ICML 2015
A Graphical Model Approach for Matching Partial Signatures CVPR 2015
Interleaved Text/Image Deep Mining on a Very Large-Scale Radiology Database CVPR 2015
Spectral Methods for Supervised Topic Models NIPS 2014
Admixture of Poisson MRFs: A Topic Model with Word Dependencies ICML 2014
Dual online inference for latent Dirichlet allocation ACML 2014
On Modelling Non-linear Topical Dependencies ICML 2014
Topic Modeling using Topics from Many Domains, Lifelong Learning and Big Data ICML 2014
Analysis of Variational Bayesian Latent Dirichlet Allocation: Weaker Sparsity Than MAP NIPS 2014
Distributed Stochastic Gradient MCMC ICML 2014
A provable SVD-based algorithm for learning topics in dominant admixture corpus NIPS 2014
Divide-and-Conquer Learning by Anchoring a Conical Hull NIPS 2014
Understanding the Limiting Factors of Topic Modeling via Posterior Contraction Analysis ICML 2014
LDA Topic Model with Soft Assignment of Descriptors to Words ICML 2013
Variance Reduction for Stochastic Gradient Optimization NIPS 2013
Topic Model Diagnostics: Assessing Domain Relevance via Topical Alignment ICML 2013
Modeling Musical Influence with Topic Models ICML 2013
Topical Video Object Discovery from Key Frames by Modeling Word Co-occurrence Prior CVPR 2013
Stochastic Variational Inference JMLR 2013
Stochastic Gradient Riemannian Langevin Dynamics on the Probability Simplex NIPS 2013