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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

Combinatorial Topic Models using Small-Variance Asymptotics AISTATS 2017
Spectral Methods for Correlated Topic Models AISTATS 2017
Dense Distributions from Sparse Samples: Improved Gibbs Sampling Parameter Estimators for LDA JMLR 2017
Q-LDA: Uncovering Latent Patterns in Text-based Sequential Decision Processes NIPS 2017
An Empirical Bayes Approach to Optimizing Machine Learning Algorithms NIPS 2017
Measuring Topic Coherence through Optimal Word Buckets EACL 2017
Online but Accurate Inference for Latent Variable Models with Local Gibbs Sampling JMLR 2017
Refinery: An Open Source Topic Modeling Web Platform JMLR 2017
Topical Coherence in LDA-based Models through Induced Segmentation ACL 2017
Deep Latent Dirichlet Allocation with Topic-Layer-Adaptive Stochastic Gradient Riemannian MCMC ICML 2017
Creating POS Tagging and Dependency Parsing Experts via Topic Modeling EACL 2017
Extracting and Understanding Contrastive Opinion through Topic Relevant Sentences IJCNLP 2017
Geometric Dirichlet Means Algorithm for topic inference NIPS 2016
Improving Distributed Word Representation and Topic Model by Word-Topic Mixture Model ACML 2016
Enhancing Topic Modeling on Short Texts with Crowdsourcing ACML 2016
Online Bayesian Moment Matching for Topic Modeling with Unknown Number of Topics NIPS 2016
Markov-modulated Marked Poisson Processes for Check-in Data ICML 2016
Generalized Correspondence-LDA Models (GC-LDA) for Identifying Functional Regions in the Brain NIPS 2016
Learning Document Representations Using Subspace Multinomial Model INTERSPEECH 2016
Automatic Genre and Show Identification of Broadcast Media INTERSPEECH 2016
Exploring the value space of attributes: Unsupervised bidirectional clustering of adjectives in German COLING 2016
Exploring Topic Discriminating Power of Words in Latent Dirichlet Allocation COLING 2016
Exponential Stochastic Cellular Automata for Massively Parallel Inference AISTATS 2016
Hierarchical Object Representation for Open-Ended Object Category Learning and Recognition NIPS 2016
Modeling topic dependencies in semantically coherent text spans with copulas COLING 2016