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topic modeling

460 papers

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Also known as

STM CSTM LDA TM

Co-occurring keywords

topic model (290) latent dirichlet allocation (171) text classification (6776) unsupervised learning (3255) bayesian inference (1904) variational inference (2069) sentiment analysis (2079) social media analysis (699) word embedding (1764) neural topic model (75)

Papers

Analysis of Variational Bayesian Latent Dirichlet Allocation: Weaker Sparsity Than MAP NIPS 2014
Parallel Sampling of HDPs using Sub-Cluster Splits NIPS 2014
Dynamic Rank Factor Model for Text Streams NIPS 2014
Efficient Distributed Topic Modeling with Provable Guarantees AISTATS 2014
Latent Gaussian Models for Topic Modeling AISTATS 2014
Capturing Semantically Meaningful Word Dependencies with an Admixture of Poisson MRFs NIPS 2014
On Model Parallelization and Scheduling Strategies for Distributed Machine Learning NIPS 2014
A provable SVD-based algorithm for learning topics in dominant admixture corpus NIPS 2014
Distributed Stochastic Gradient MCMC ICML 2014
Online Bayesian Passive-Aggressive Learning ICML 2014
Topic Discovery through Data Dependent and Random Projections ICML 2013
Using multiple samples to learn mixture models NIPS 2013
A Variational Approximation for Topic Modeling of Hierarchical Corpora ICML 2013
Designed Measurements for Vector Count Data NIPS 2013
Hallucinated Humans as the Hidden Context for Labeling 3D Scenes CVPR 2013
Sparse Additive Text Models with Low Rank Background NIPS 2013
Streaming Variational Bayes NIPS 2013
Capturing Layers in Image Collections with Componential Models: From the Layered Epitome to the Componential Counting Grid CVPR 2013
Online Latent Dirichlet Allocation with Infinite Vocabulary ICML 2013
Contrastive Learning Using Spectral Methods NIPS 2013
Dependent Normalized Random Measures ICML 2013
Topic-Partitioned Multinetwork Embeddings NIPS 2012
A Topic Modeling Toolbox Using Belief Propagation JMLR 2012
Small-Variance Asymptotics for Exponential Family Dirichlet Process Mixture Models NIPS 2012
Beta-Negative Binomial Process and Poisson Factor Analysis AISTATS 2012